Thapar Summer School on ML & DL 2024 | 10th June - 19th July 2024
Content
Time & Venue: 09:00 to 13:00 | Monday to Friday | TAN Audi
Note: (1) Be on Time (2) Bring your Laptop (3) Bring power extensions (if possible)
Brief Schedule:
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Week 1 | 10 - 14 June 2024 | Basics of Python, OOPs and Problem-Solving, Pandas, Numpy, Scipy, EDA, Linux
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Week 2 | 17 - 21 June 2024 | Machine Learning, AutoML, Pycaret, Optimization & Statistics, Mini Projects, Intro to Kaggle
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Week 3 | 24 - 28 June 2024 | Hands-on practice for Kaggle & Numer.ai, Intro gradio, FastAPI, Streamlit, Flask
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Week 4 | 01 - 05 July 2024 | Deep Learning and GANs for Image Processing
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Week 5 | 08 - 12 July 2024 | Deep Learning and GANs for Natural Language Processing (NLP), GenAI, Transformers, LLMs
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Week 6 | 15 - 19 July 2024 | Internet of Things (IoT), Time Series, FastAPI, Numer.ai, Valedictory and Certificate Distribution
Detailed Schedule
Week 1 | 10 June to 14 June 2024 | Basics of Python, OOPs and Problem-Solving, Pandas, Numpy, Scipy, EDA, Linux
Day 1 | 10 June 2024 | Opening of Thapar Summer School 2024
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Schedule:
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9:30 am to 10:00 am - Registration
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10:00 am to 11:30 am - Briefing and Schedule discussion of Summer School
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Venue: TAN Audi (TAN Building, 1st floor)
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(1) Be on Time (2) Bring your Laptop (3) Bring power extensions (if possible)
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Self Learning
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Download the slide | Click Here
Day 2 | 11 June 2024 | Basics of Python Programming
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Topic of the Day
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Basics of Python Programming (using Google Colab) | Click Here | Dr. PSRana
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Self Learning
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Download and install Anaconda on your local machine | Click Here
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Learn how to install packages in Python using pip/conda
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Try to install OpenCV and Yolo packages
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Python Tutorial | Click Here
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Python Video Tutorial | Click Here
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Resource of the Day
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Anaconda Cloud | Click Here
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Assignment / Mini Project | Due Date: Tomorrow 23:59:59
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Mini Project-01: Python Assignment | Click Here | Submission Link
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Mini Project-02: Challenge Question | Click Here | Submission Link
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Mini Project-03: Subset Selection Problem | Click Here | Submission Link
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Mini Project-04: ComboFinder | Click Here | Submission Link
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Mini Project-05: Text File Conversion | Click Here | Submission Link
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 3 | 12 June 2024 | Working with Pandas
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Topic of the Day
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Working with Pandas | Click Here | Dr. PSRana
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Self Exam
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Self Learning
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Learn GitHub - World's largest code sharing platform.
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Learn - How to Clone / Public / Private / Push / Pull / etc | Click Here (Video)
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Sample Github Profile | Click Here
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Create Pro Profile on GitHub | Click Here (Video)
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GitHub ReadMe Example | Click Here
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Resource of the Day
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Papers With Code | Click Here
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Assignment / Mini Project | Due Date: Tomorrow 23:59:59
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Mini Project-06: Advance Python | Click Here | Submission Link
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Mini Project-07: Marks Adding | Click Here | Submission Link
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 4 | 13 June 2024 | R Programming and Topsis for Multi-criteria Decision making (MCDM)
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Topic of the Day
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R Programming | Click Here | Dr PSRana
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Topsis for Multi-criteria Decision making (MCDM) | Click Here | Dr PSRana
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Self Exam
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Self Learning
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Download & Install - R and R-Studio
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R - Click Here to download (For Windows / IOS / Linux) | Click on base
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RStudio - Click Here to download
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R Tutorial | Click Here
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Basic plotting and visualization using R | Click Here
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Resource of the Day
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R Packages for research - For research on Scientific/Engineering problems such as AI, Bioinformatics, Chemistry, Electronics Design, GIS, Human Machine Interface, Image Recognition, NPL, etc.)
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R Packages | By Date - Click Here | By Task - Click Here | By Name - Click Here
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Books - Machine Learning + R | Click Here
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Assignment / Mini Project | Due Date: Tomorrow 23:59:59
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Mini Project-08: R programming assingment | Click Here | Submission Link
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 5 | 14 June 2024 | Data Visualization and Exploratory Data Analysis (EDA)
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Topic of the Day
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Data Visualization using Seaborn | Click Here | Mr Raghav Garg
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Exploratory Data Analysis (EDA) | Click Here | Mr Raghav Garg
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Self Exam
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Self Learning
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Complete Exploratory Data Analysis And Feature Engineering In 3 Hours by Krish Naik | Click Here (Video)
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0:00:00 Introduction
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0:01:00 Zomato Dataset EDA
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0:59:25 Black Friday Sales EDA
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1:54:40 Flight Price Prediction EDA
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Resource of the Day
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Mini - Major Projects | Click Here
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Assignment / Mini Project | Due Date: Tomorrow 23:59:59
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Mini Project-09: Select any dataset from UCI Dataset Repository and Perform EDA | Submission Link
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 6 | 15 June 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 7 | 16 June 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Week 2 | 17 June to 21 June 2024 | Machine Learning, AutoML, Pycaret, Optimization & Statistics, Mini Projects, Intro to Kaggle
Day 8 | 17 June 2024 | Mini Projects
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Topic of the Day
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Mini Projects | Mr. Raghav Garg
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Mini Project-10: Image to Text to Audio | Click Here | Submission Link
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Mini Project-11: Web crawler (Email Scraper) | Click Here | Submission Link
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Mini Project-12: Audio to Text | Click Here | Submission Link
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Mini Project-13: PDF Splitter | Click Here | Submission Link
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Mini Project-14: PDF Merger (Assignment) | Click Here | Submission Link
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Mini Project-15: Plagiarism Checker | Click Here | Submission Link
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Mini Project-16: QR Code Generator | Click Here | Submission Link
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Mini Project-17: Hangman Game | Click Here | Submission Link
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Self Exam
(1) Create 25 mcqs on Data Visualization using python with answers and explanation
(2) Create 25 mcqs on Exploratory Data Analytics using python with answers and explanation
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Resource of the Day
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PyPi.org - Python Packages Repository | Click Here
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Self Learning
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Mini Projects | Mr. Basavraj - First read the ReadMe file
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Mini Project-18: Google Image Downloader | Click Here | Submission Link
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Mini Project-19: Image to Text (OCR) | Click Here | Submission Link
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Mini Project-20: Tweets Search/Download | Click Here | Submission Link
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Mini Project-21: Video to Audio Conversion | Click Here | Submission Link
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Mini Project-22: Cosine Similarity | Click Here | Submission Link
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Assignment / Mini Project | Due Date: Tomorrow 23:59:59
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Mini Project-23: "Convert 100 images to Grey Scale (b/w)" using OpenCV | Submission Link
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Mini Project-24: "Resize the 100 images to 50% (smaller)" using OpenCV | Submission Link
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Mini Project-25: "Convert Colored Video to Grey Scale (b/w)" using OpenCV | Submission Link
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Mini Project-26: "Resize the Colored Video to 50% (smaller)" using OpenCV | Submission Link
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 9 | 18 June 2024 | Machine Learning - Part-1 (Introduction)
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Topic of the Day
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Introduction to Machine Learning | Click Here | PSRana
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Teachable Machine | Click Here
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Landing AI | Click Here
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Sample Dataset | Click Here
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Model Evaluation Parameters for Regression and Classification | Click Here
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Result Analysis of Machine Learning Models using Excel | Click Here
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Self Exam
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Resource of the Day
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Download Free Books, Free Research Papers, Thesis, Datasets, etc
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Go to psrana.com --> Resource --> UNIT VI: Gold Mine for Researchers
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Self Learning
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Explore Teachable Machine for Image, Audio and Pose Project | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 10 | 19 June 2024 | Machine Learning - Part-2 (Regression)
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Topic of the Day
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Click Here | PSRana Machine Learning using Pycaret |
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Self Exam
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Resource of the Day
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6-Months Data Science Roadmap | Click Here
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Self Learning
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Scikit learn (sk learn) library for machine learning - Explore Regression | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 11 | 20 June 2024 | Machine Learning - Part-3 (Classification and Clustering)
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Topic of the Day
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Click Here | PSRana Machine Learning using Pycaret |
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Self Exam
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Self Learning
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Scikit learn (sk learn) library for machine learning - Explore Clustering and Classification| Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 12 | 21 June 2024 | Introduction to Kaggle and Basics of Linux
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Topic of the Day
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Introduction to Kaggle | Mr. Eishkaran
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Linux Installation in Windows | Click Here
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Linux Installation in MacOS | Click Here
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Self Exam
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Self Learning
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Kaggle Grandmaster Talks | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 13 | 22 June 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 14 | 23 June 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Week 3 | 24 June to 28 June 2024 | Hands-on practice for Kaggle & Numer.ai, Intro gradio, FastAPI, Streamlit, Flask
Week 4 | 01 July to 05 July 2024 | Deep Learning and GANs for Image Processing
Day 22 | 01 July 2024 | Introduction to Image Processing, OpenCV and Yolo
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Topic of the Day
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Click Here (PPT) | Mr Eishkaran Introduction to Image Processing |
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Topics:
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Intro to image processing
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Image Processing using OpenCV
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Image Processing using Scikit learn
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Intro to Yolo
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Yolo Architecture
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Object Detection with Yolo
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Projects/opportunities for future
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Self Exam
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Resource of the Day
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Neural Network Playground | Click Here
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Self Learning
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Image processing using OpenCV | Click Here | Click Here (Videos)
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Image Processing using MATLAB | Click Here
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Image processing projects using opencv python | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 23 | 02 July 2024 | Introduction to CNN (Convolution Neural Network) and ResNet (Residual Networks)
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Topic of the Day
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Introduction to CNN (Convolution Neural Network) | Click Here | Mr Eishkaran
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Introduction to ResNet (Residual Networks) | Click Here | Mr Eishkaran
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Self Exam
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Resource of the Day
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Resources at Google Colab | Click Here
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Self Learning
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Introduction to CNN (Convolution Neural Network) | Click Here (Videos)
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Introduction to ResNet (Residual Networks) | Click Here (Video)
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 24 | 03 July 2024 | CNN for Tabular Dataset (Classification and Regression)
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Topic of the Day
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CNN for Tabular Dataset - Classification | Click Here | Mr Jai Dalmotra
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CNN for Tabular Dataset - Regression | Click Here | Mr Ashmit Cajla
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Self Exam
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Self Learning
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CNN for Tabular Data | Click Here (Videos)
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Kaggle notebooks - CNN for Tabular Data | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 25 | 04 July 2024 | Introduction to GAN (Generative Adversarial Network)
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Topic of the Day
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This Person Does Not Exist (Refresh the page again and again) | Click Here
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Introduction to GAN | Click Here (Video-1) | Click Here (Video-2) | Click Here (Video-3)
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Basics of GAN and DC-GAN | Click Here | Mr Eishkaran Singh
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Visulaization of GAN | Click Here
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GAN Paper by Ian Goodfellow | Click Here
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Self Exam
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Resource of the day
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GAN Zoo - Repository of different GAN Models | Click Here
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Rreally Awesome GAN - GAN Resources, Tutorials, Codes | Click Here
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Must-Read Papers on GANs (Medium Blog) | Click Here
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More Papers on GANs | Click Here
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Self Learning
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GAN Videos | Click Here (Videos)
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Understand the Math and Theory of GANs in ~ 10 minutes | Click Here
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Kaggle Notebooks for GAN | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 26 | 05 July 2024 | Hands-on Practice on Cycle-GAN, SR-GAN, Style-GAN
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Topic of the Day
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Cycle GAN | Click Here | Mr Eishkaran Singh
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SR-GAN | Click Here | Mr Eishkaran Singh
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Research Paper on Cycle-GAN | Click Here
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Self Exam
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Resource of the day
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GAN Zoo - Repository of different GAN Models | Click Here
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Really Awesome GAN - GAN Resources, Tutorials, Codes | Click Here
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Must-Read Papers on GANs (Medium Blog) | Click Here
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More Papers on GANs | Click Here
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Self Learning
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Style-GAN | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 27 | 06 July 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 28 | 07 July 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Week 5 | 08 July to 12 July 2024 | Deep Learning and GANs for NLP, GenAI, Transformers, LLMs
Day 29 | 08 July 2024 | Introduction to Natural Language Processing, Text Preprocessing and Sentiment Analysis
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Topic of the Day
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NLP Basics | Click Here | Mr Jai Dalmotra
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Text Preprocessing and Sentiment Analysis | Click Here | Mr Ashmit Cajla
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Self Exam
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Resource of the day
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Research Topics/Papers on NLP | Click Here
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Self Learning
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NLP Playlist by Krish Naik | Click Here
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Complete Road Map To Prepare NLP - You Will Able to Crack Any DS Interview by Krish Naik | Click Here
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Complete NLP Machine Learning In One Shot by Krish Naik | Click Here
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Kaggle Notebooks on NLP | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 30 | 09 July 2024 | Basics of RNN, LSTM and GRU
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Topic of the Day
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RNN: Recurrent Neural Network | LSTM: Long Short Term Memory | GRU: Gated Recurrent Unit
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Basics of RNN, LSTM and GRU | Click Here | Mr Eishkaran Singh
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Research Paper on RNN and LSTM | Click Here
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Research Paper on GRU | Click Here
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Self Exam
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Resource of the day
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Research Methods | Click Here
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Cold Emailing | Go to psrana.com --> LOR
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ISRO Problem Statements | Bharatiya Antariksh Hackathon | Click Here
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Self Learning
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Videos on RNN, LSTM and GRU | Click Here
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Kaggle notebook on RNN, LSTM and GRU | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 31 | 10 July 2024 | Introduction to Transformers in NLP
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Topic of the Day
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Transformers in NLP | Click Here | Mr Eishkaran Singh
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Research Paper on Transformers in NLP | Click Here
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Self Exam
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Resource of the day
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Research Papers collection by Eishkaran | Click Here
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Top ML Paper of the Week | Click Here
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Transformer Methods | Click Here
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Self Learning
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Videos on Transformers | Click Here
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Kaggle notebook on Transformers | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 32 | 11 July 2024 | LLMs: Part-1 (RAG, Fine-tuning, Projects, Chatbot, Hallucinations, Temperature of LLM’s, Quantised models, OLLAMA and LM studio)
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Topic of the Day
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RAG - Retrieval-Augmented Generation
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Offline RAG | Click Here | Mr Eishkaran Singh
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Research Paper on RAG | Click Here
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Self Exam
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Resource of the day
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7-End To End Advanced RAG Project using Open Source LLM Models | Click Here
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9 Retrieval Augmented Generation Project Ideas for Practice | Click Here
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Self Learning
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Videos on RAG | Click Here
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Kaggle notebook on RAG | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 33 | 12 July 2024 | LLMs: Part-2 (Knowledge Graph and RAG)
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Topic of the Day
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KG - Knowledge Graph | Mr Eishkaran Singh
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Research Paper on Knowledge Graph | Click Here
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Self Exam
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Resource of the day
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More Researh Papers on Knowledge Graph | Click Here
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Self Learning
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Videos on Knowledge Graph | Click Here
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Kaggle notebook on Knowledge Graph | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 34 | 13 July 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 35 | 14 July 2024
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Week 6 | 15 July to 19 July 2024 | Internet of Things (IoT), Time Series, FastAPI, Numer.ai, Valedictory and Certificate
Day 36 & Day 37 | 15 & 16 July 2024 | Internet of Things (IoT)
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Topic of the Day
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Introduction to Internet of Things | Click Here | Mr Vivek Gupta and Mr Bajrangi Kumar Mishra
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IoT - 1 | Click Here | Mr Bajrangi Kumar Mishra
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IoT - 2 | Click Here | Mr Vivek Gupta
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Tinkercad | Click Here
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Self Exam
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Resource of the day
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Thinkercad | Click Here
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Self Learning
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Top 50 Tinkercad Projects | Click Here
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Minor Projects using Tinkercad | Click Here
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Projects using Tinkercad | Click Here (Video)
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 38 | 17 July 2024 | Time Series and Numer.ai
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Topic of the Day
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Explore Time Series Dataset @ UCI Dataset Library | Click Here
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State-of-the-art prediction models for Time Series: LSTM, ARIMA, Prophat
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Time Series Notebook | Click Here | Mr Aadil Garg and Mr. Pratham Garg
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Numer.ai
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Create Account on Numer.ai | Click Here | Explore: (1) Leaderboard (2) Dataset (3) Tournament (3) .....
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Numer.ai Notebook | Click Here
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Numer.ai Self Learning | Click Here (Videos)
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Major Project
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API call Prediction | Click Here
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Self Exam
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Resource of the day
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TSAI Library for Time Series | Click Here
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Self Learning
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Kaggle notebooks on time series | Click Here
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Videos on time series | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 39 | 18 July 2024 | FastAPI and ML Model Deployment
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Topic of the Day
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Introduction to FastAPI | Click Here
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FastAPI Hands-On Practice | Click Here | Mr Aadil Garg and Mr. Pratham Garg
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Self Exam
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Self Learning
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Advanced FastAPI | Click Here
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Tutorial on FastAPI | Click Here (Video)
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Videos on FastAPI | Click Here
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Daily Task | Due Date: Today 23:59:59 | Submission Link
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5-Points of today's learning (Revision of Today's Lecture)
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1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
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1-Generative AI Tool | Future Tools - Click Here
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1-Audio Book | Click Here
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2-Puzzles (Brain Steller) | Click Here
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2-Interview Puzzles | Click Here
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1-Activity that I love
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Day 40 | 19 July 2024 | Special Session, Valedictory and Certificate Distribution
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Schedule
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8:55 am to 9:30 am | Assembling in TAN Audi
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9:30 am to 11:00 am | Special Session by Mr. Armaan (A 9th class student, 5 Hackathon Winner, 218 repository @ GitHub)
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11:00 am to 11:15 am | Short Break
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11:15 to 12:15 pm | Ideas to Product Building with GenAI | Click Here | Mr. Vansh Gehlot (Co-founder & CEO@ Dragverse)
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12:15 pm to 12:45 pm | Certificate Distribution, Photo Session, Experience Sharing and Future Plans
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What after summer school
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Try following prompts
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I am a first year computer science student, I know python and basics of data science. Prepare a one year roadmap for grow in Data science, Data Analytics and Gen AI domain.
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I am an intermediate student in data science. Prepare a one year roadmap to grow in Gen AI domain.
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I am a non computer science student and Prepare a one year roadmap for grow in Data science, Data Analytics and Gen AI domain.
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Prepare a one year roadmap for grow in Data science, Data Analytics and Gen AI domain.
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Prepare a one year roadmap for grow in Image processing, NPL, Time series and Gen AI domain.
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Prepare a one year roadmap to become expert in the mathematics for Machine Learning and Deep Learning.
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Prepare a one year roadmap to become Grand Master in Kaggle and suggest some advance tips and tricks.
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