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:

Week 1 | 10 - 14 June 2024 | Basics of Python, OOPs and Problem-Solving, Pandas, Numpy, Scipy, EDA, Linux
Week 2 | 17 - 21 June 2024 | Machine Learning, AutoML, Pycaret, Optimization & Statistics, Mini Projects, Intro to Kaggle
Week 3 | 24 - 28 June 2024 | Hands-on practice for Kaggle & Numer.ai, Intro gradio, FastAPI, Streamlit, Flask
Week 4 | 01 - 05 July 2024 | Deep Learning and GANs for Image Processing
Week 5 | 08 - 12 July 2024 | Deep Learning and GANs for Natural Language Processing (NLP), GenAI, Transformers, LLMs
Week 6 | 15 - 19 July 2024 | Internet of Things (IoT), Time Series, FastAPI, Numer.ai, Valedictory and Certificate Distribution

Detailed Schedule

Week-1

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

Schedule:
- 9:30 am to 10:00 am - Registration
- 10:00 am to 11:30 am - Briefing and Schedule discussion of Summer School
- Venue: TAN Audi (TAN Building, 1st floor)
- (1) Be on Time (2) Bring your Laptop (3) Bring power extensions (if possible)

Self Learning
- Create account on
  - LinkedIn
  - Github
  - Kaggle
  - Numer.ai
- Road Map for DSA, Guidance for Placement and CV Building | Mr Gaurav Gupta and Ms Gurbani Kaur | Click Here
- 100 Days of Coding Challenge | Link-1 Link-2

Download the slide | Click Here

Day 2 | 11 June 2024 | Basics of Python Programming

Topic of the Day
- Basics of Python Programming (using Google Colab) | Click Here | Dr. PSRana

Self Learning
- Download and install Anaconda on your local machine | Click Here
  - Learn how to install packages in Python using pip/conda
  - Try to install OpenCV and Yolo packages
- Python Tutorial | Click Here
- Python Video Tutorial | Click Here

Resource of the Day
- Anaconda Cloud | Click Here

Assignment / Mini Project | Due Date: Tomorrow 23:59:59
- Mini Project-01: Python Assignment | Click Here | Submission Link
- Mini Project-02: Challenge Question | Click Here | Submission Link
- Mini Project-03: Subset Selection Problem | Click Here | Submission Link
- Mini Project-04: ComboFinder | Click Here | Submission Link
- Mini Project-05: Text File Conversion | Click Here | Submission Link

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 3 | 12 June 2024 | Working with Pandas

Topic of the Day
- Working with Pandas | Click Here | Dr. PSRana

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on python data structures with answers and explanation

Self Learning
- Learn GitHub - World's largest code sharing platform.
  - Learn - How to Clone / Public / Private / Push / Pull / etc | Click Here (Video)
- Sample Github Profile | Click Here
- Create Pro Profile on GitHub | Click Here (Video)
- GitHub ReadMe Example | Click Here

Resource of the Day
- Papers With Code | Click Here

Assignment / Mini Project | Due Date: Tomorrow 23:59:59
- Mini Project-06: Advance Python | Click Here | Submission Link
- Mini Project-07: Marks Adding | Click Here | Submission Link

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 4 | 13 June 2024 | R Programming and Topsis for Multi-criteria Decision making (MCDM)

Topic of the Day
- R Programming | Click Here | Dr PSRana
- Topsis for Multi-criteria Decision making (MCDM) | Click Here | Dr PSRana

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on pandas python library with answers and explanation

Self Learning
- Download & Install - R and R-Studio
  - R - Click Here to download (For Windows / IOS / Linux) | Click on base
  - RStudio - Click Here to download
- R Tutorial | Click Here
- Basic plotting and visualization using R | Click Here

Resource of the Day
- 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.)
  - R Packages | By Date - Click Here | By Task - Click Here | By Name - Click Here
- Books - Machine Learning + R | Click Here

Assignment / Mini Project | Due Date: Tomorrow 23:59:59
- Mini Project-08: R programming assingment | Click Here | Submission Link

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 5 | 14 June 2024 | Data Visualization and Exploratory Data Analysis (EDA)

Topic of the Day
- Data Visualization using Seaborn | Click Here | Mr Raghav Garg
- Exploratory Data Analysis (EDA) | Click Here | Mr Raghav Garg

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Data manupluation using Data frames in R programming with answers and explanation

Self Learning
- Complete Exploratory Data Analysis And Feature Engineering In 3 Hours by Krish Naik | Click Here (Video)
  - 0:00:00 Introduction
  - 0:01:00 Zomato Dataset EDA
  - 0:59:25 Black Friday Sales EDA
  - 1:54:40 Flight Price Prediction EDA

Resource of the Day
- Mini - Major Projects | Click Here

Assignment / Mini Project | Due Date: Tomorrow 23:59:59
- Mini Project-09: Select any dataset from UCI Dataset Repository and Perform EDA | Submission Link

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 6 | 15 June 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 7 | 16 June 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Week-2

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

Topic of the Day
- Mini Projects | Mr. Raghav Garg
  - Mini Project-10: Image to Text to Audio | Click Here | Submission Link
  - Mini Project-11: Web crawler (Email Scraper) | Click Here | Submission Link
  - Mini Project-12: Audio to Text | Click Here | Submission Link
  - Mini Project-13: PDF Splitter | Click Here | Submission Link
  - Mini Project-14: PDF Merger (Assignment) | Click Here | Submission Link
  - Mini Project-15: Plagiarism Checker | Click Here | Submission Link
  - Mini Project-16: QR Code Generator | Click Here | Submission Link
  - Mini Project-17: Hangman Game | Click Here | Submission Link

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt:

(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

Resource of the Day
- PyPi.org - Python Packages Repository | Click Here

Self Learning
- Mini Projects | Mr. Basavraj - First read the ReadMe file
  - Mini Project-18: Google Image Downloader | Click Here | Submission Link
  - Mini Project-19: Image to Text (OCR) | Click Here | Submission Link
  - Mini Project-20: Tweets Search/Download | Click Here | Submission Link
  - Mini Project-21: Video to Audio Conversion | Click Here | Submission Link
  - Mini Project-22: Cosine Similarity | Click Here | Submission Link

Assignment / Mini Project | Due Date: Tomorrow 23:59:59
- Mini Project-23: "Convert 100 images to Grey Scale (b/w)" using OpenCV | Submission Link
- Mini Project-24: "Resize the 100 images to 50% (smaller)" using OpenCV | Submission Link
- Mini Project-25: "Convert Colored Video to Grey Scale (b/w)" using OpenCV | Submission Link
- Mini Project-26: "Resize the Colored Video to 50% (smaller)" using OpenCV | Submission Link

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 9 | 18 June 2024 | Machine Learning - Part-1 (Introduction)

Topic of the Day
- Introduction to Machine Learning | Click Here | PSRana
- Teachable Machine | Click Here
- Landing AI | Click Here
- Sample Dataset | Click Here
- Model Evaluation Parameters for Regression and Classification | Click Here
- Result Analysis of Machine Learning Models using Excel | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on image processing and video processing using python with answers and explanation

Resource of the Day
- Download Free Books, Free Research Papers, Thesis, Datasets, etc
- Go to psrana.com --> Resource --> UNIT VI: Gold Mine for Researchers

Self Learning
- Explore Teachable Machine for Image, Audio and Pose Project | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 10 | 19 June 2024 | Machine Learning - Part-2 (Regression)

Topic of the Day
- Machine Learning using Pycaret | Click Here | PSRana

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Machine Learning using python with answers and explanation

Resource of the Day
- 6-Months Data Science Roadmap | Click Here

Self Learning
- Scikit learn (sk learn) library for machine learning - Explore Regression | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 11 | 20 June 2024 | Machine Learning - Part-3 (Classification and Clustering)

Topic of the Day
- Machine Learning using Pycaret | Click Here | PSRana

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Regression analysis in machine learning using python with answers and explanation

Self Learning
- Scikit learn (sk learn) library for machine learning - Explore Clustering and Classification| Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 12 | 21 June 2024 | Introduction to Kaggle and Basics of Linux

Topic of the Day
- Introduction to Kaggle | Mr. Eishkaran
- Linux Installation in Windows | Click Here
- Linux Installation in MacOS | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Classification and Clustering analysis in machine learning using python with answers and explanation

Self Learning
- Kaggle Grandmaster Talks | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 13 | 22 June 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 14 | 23 June 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Week-3

Week 3 | 24 June to 28 June 2024 | Hands-on practice for Kaggle & Numer.ai, Intro gradio, FastAPI, Streamlit, Flask

Week-4

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

Topic of the Day
- Introduction to Image Processing | Click Here (PPT) | Mr Eishkaran
- Topics:
  - Intro to image processing
  - Image Processing using OpenCV
  - Image Processing using Scikit learn
  - Intro to Yolo
  - Yolo Architecture
  - Object Detection with Yolo
  - Projects/opportunities for future

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Machine Learning Model evaluation and performance measure with answers and explanation

Resource of the Day
- Neural Network Playground | Click Here

Self Learning
- Image processing using OpenCV | Click Here | Click Here (Videos)
- Image Processing using MATLAB | Click Here
- Image processing projects using opencv python | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 23 | 02 July 2024 | Introduction to CNN (Convolution Neural Network) and ResNet (Residual Networks)

Topic of the Day
- Introduction to CNN (Convolution Neural Network) | Click Here | Mr Eishkaran
- Introduction to ResNet (Residual Networks) | Click Here | Mr Eishkaran

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on Neural Network and its different architecture for image processing and NLP with answers and explanation

Resource of the Day
- Resources at Google Colab | Click Here

Self Learning
- Introduction to CNN (Convolution Neural Network) | Click Here (Videos)
- Introduction to ResNet (Residual Networks) | Click Here (Video)

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 24 | 03 July 2024 | CNN for Tabular Dataset (Classification and Regression)

Topic of the Day
- CNN for Tabular Dataset - Classification | Click Here | Mr Jai Dalmotra
- CNN for Tabular Dataset - Regression | Click Here | Mr Ashmit Cajla

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Convolution Neural Network, its parameters and performance improvement with answers and explanation

Self Learning
- CNN for Tabular Data | Click Here (Videos)
- Kaggle notebooks - CNN for Tabular Data | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 25 | 04 July 2024 | Introduction to GAN (Generative Adversarial Network)

Topic of the Day
- This Person Does Not Exist (Refresh the page again and again) | Click Here
- Introduction to GAN | Click Here (Video-1) | Click Here (Video-2) | Click Here (Video-3)
- Basics of GAN and DC-GAN | Click Here | Mr Eishkaran Singh
- Visulaization of GAN | Click Here
- GAN Paper by Ian Goodfellow | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on How to improve the performace of CNN for images with answers and explanation

Resource of the day
- GAN Zoo - Repository of different GAN Models | Click Here
- Rreally Awesome GAN - GAN Resources, Tutorials, Codes | Click Here
- Must-Read Papers on GANs (Medium Blog) | Click Here
- More Papers on GANs | Click Here

Self Learning
- GAN Videos | Click Here (Videos)
- Understand the Math and Theory of GANs in ~ 10 minutes | Click Here
- Kaggle Notebooks for GAN | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 26 | 05 July 2024 | Hands-on Practice on Cycle-GAN, SR-GAN, Style-GAN

Topic of the Day
- Cycle GAN | Click Here | Mr Eishkaran Singh
- SR-GAN | Click Here | Mr Eishkaran Singh
- Research Paper on Cycle-GAN | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 25 mcqs on GAN (Generative Adversarial Network) Introduction, application domain, performance improvement and different versions with answers and explanation

Resource of the day
- GAN Zoo - Repository of different GAN Models | Click Here
- Really Awesome GAN - GAN Resources, Tutorials, Codes | Click Here
- Must-Read Papers on GANs (Medium Blog) | Click Here
- More Papers on GANs | Click Here

Self Learning
- Style-GAN | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 27 | 06 July 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 28 | 07 July 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Week-5

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

Topic of the Day
- NLP Basics | Click Here | Mr Jai Dalmotra
- Text Preprocessing and Sentiment Analysis | Click Here | Mr Ashmit Cajla

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Basics of Natural Language Processing with answers and explanation

Resource of the day
- Research Topics/Papers on NLP | Click Here

Self Learning
- NLP Playlist by Krish Naik | Click Here
- Complete Road Map To Prepare NLP - You Will Able to Crack Any DS Interview by Krish Naik | Click Here
- Complete NLP Machine Learning In One Shot by Krish Naik | Click Here
- Kaggle Notebooks on NLP | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 30 | 09 July 2024 | Basics of RNN, LSTM and GRU

Topic of the Day
- RNN: Recurrent Neural Network | LSTM: Long Short Term Memory | GRU: Gated Recurrent Unit
- Basics of RNN, LSTM and GRU | Click Here | Mr Eishkaran Singh
- Research Paper on RNN and LSTM | Click Here
- Research Paper on GRU | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Basics RNN, LSTM and GRU with answers and explanation

Resource of the day
- Research Methods | Click Here
- Cold Emailing | Go to psrana.com --> LOR
- ISRO Problem Statements | Bharatiya Antariksh Hackathon | Click Here

Self Learning
- Videos on RNN, LSTM and GRU | Click Here
- Kaggle notebook on RNN, LSTM and GRU | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 31 | 10 July 2024 | Introduction to Transformers in NLP

Topic of the Day
- Transformers in NLP | Click Here | Mr Eishkaran Singh
- Research Paper on Transformers in NLP | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Basics of Transformers in NLP with answers and explanation

Resource of the day
- Research Papers collection by Eishkaran | Click Here
- Top ML Paper of the Week | Click Here
- Transformer Methods | Click Here

Self Learning
- Videos on Transformers | Click Here
- Kaggle notebook on Transformers | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 32 | 11 July 2024 | LLMs: Part-1 (RAG, Fine-tuning, Projects, Chatbot, Hallucinations, Temperature of LLM’s, Quantised models, OLLAMA and LM studio)

Topic of the Day
- RAG - Retrieval-Augmented Generation
- Offline RAG | Click Here | Mr Eishkaran Singh
- Research Paper on RAG | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Basics of Retrieval-Augmented Generation in NLP with answers and explanation

Resource of the day
- 7-End To End Advanced RAG Project using Open Source LLM Models | Click Here
- 9 Retrieval Augmented Generation Project Ideas for Practice | Click Here

Self Learning
- Videos on RAG | Click Here
- Kaggle notebook on RAG | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 33 | 12 July 2024 | LLMs: Part-2 (Knowledge Graph and RAG)

Topic of the Day
- KG - Knowledge Graph | Mr Eishkaran Singh
- Research Paper on Knowledge Graph | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Knowledge Graph and its application area with answers and explanation

Resource of the day
- More Researh Papers on Knowledge Graph | Click Here

Self Learning
- Videos on Knowledge Graph | Click Here
- Kaggle notebook on Knowledge Graph | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 34 | 13 July 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 35 | 14 July 2024

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Week 6 | 15 July to 19 July 2024 | Internet of Things (IoT), Time Series, FastAPI, Numer.ai, Valedictory and Certificate

Week-6

Day 36 & Day 37 | 15 & 16 July 2024 | Internet of Things (IoT)

Topic of the Day
- Introduction to Internet of Things | Click Here | Mr Vivek Gupta and Mr Bajrangi Kumar Mishra
- IoT - 1 | Click Here | Mr Bajrangi Kumar Mishra
- IoT - 2 | Click Here | Mr Vivek Gupta
- Tinkercad | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Internet of Things, componenet and application area with answers and explanation

Resource of the day
- Thinkercad | Click Here

Self Learning
- Top 50 Tinkercad Projects | Click Here
- Minor Projects using Tinkercad | Click Here
- Projects using Tinkercad | Click Here (Video)

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 38 | 17 July 2024 | Time Series and Numer.ai

Topic of the Day
- Explore Time Series Dataset @ UCI Dataset Library | Click Here
- State-of-the-art prediction models for Time Series: LSTM, ARIMA, Prophat
- Time Series Notebook | Click Here | Mr Aadil Garg and Mr. Pratham Garg

Numer.ai
- Create Account on Numer.ai | Click Here | Explore: (1) Leaderboard (2) Dataset (3) Tournament (3) .....
- Numer.ai Notebook | Click Here
- Numer.ai Self Learning | Click Here (Videos)

Major Project
- API call Prediction | Click Here

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on Time Series data analysis and prediction with answers and explanation

Resource of the day
- TSAI Library for Time Series | Click Here

Self Learning
- Kaggle notebooks on time series | Click Here
- Videos on time series | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 39 | 18 July 2024 | FastAPI and ML Model Deployment

Topic of the Day
- Introduction to FastAPI | Click Here
- FastAPI Hands-On Practice | Click Here | Mr Aadil Garg and Mr. Pratham Garg

Self Exam
- To go Groq.com or Claude.ai or ChatGPT
- Create 50 MCQs on last day topic and solve them.
  
  Example Prompt: Create 10 mcqs on FastAPI and its application domain with answers and explanation

Self Learning
- Advanced FastAPI | Click Here
- Tutorial on FastAPI | Click Here (Video)
- Videos on FastAPI | Click Here

Daily Task | Due Date: Today 23:59:59 | Submission Link
- 5-Points of today's learning (Revision of Today's Lecture)
- 1-One Page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing) | Click Here
- 1-Generative AI Tool | Future Tools - Click Here
- 1-Audio Book | Click Here
- 2-Puzzles (Brain Steller) | Click Here
- 2-Interview Puzzles | Click Here
- 1-Activity that I love

Day 40 | 19 July 2024 | Special Session, Valedictory and Certificate Distribution

Schedule
- 8:55 am to 9:30 am | Assembling in TAN Audi
- 9:30 am to 11:00 am | Special Session by Mr. Armaan (A 9th class student, 5 Hackathon Winner, 218 repository @ GitHub)
- 11:00 am to 11:15 am | Short Break
- 11:15 to 12:15 pm | Ideas to Product Building with GenAI | Click Here | Mr. Vansh Gehlot (Co-founder & CEO@ Dragverse)
- 12:15 pm to 12:45 pm | Certificate Distribution, Photo Session, Experience Sharing and Future Plans

What after summer school
- To go Groq.com or Claude.ai or ChatGPT
- Try following prompts
  1. 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.
  2. I am an intermediate student in data science. Prepare a one year roadmap to grow in Gen AI domain.
  3. I am a non computer science student and Prepare a one year roadmap for grow in Data science, Data Analytics and Gen AI domain.
  4. Prepare a one year roadmap for grow in Data science, Data Analytics and Gen AI domain.
  5. Prepare a one year roadmap for grow in Image processing, NPL, Time series and Gen AI domain.
  6. Prepare a one year roadmap to become expert in the mathematics for Machine Learning and Deep Learning.
  7. Prepare a one year roadmap to become Grand Master in Kaggle and suggest some advance tips and tricks.

Thapar Summer School on ML & DL 2024 | 10th June - 19th July 2024

Content

Download & Install - R and R-Studio

R - Click Here to download (For Windows / IOS / Linux) | Click on base

RStudio - Click Here to download

Complete Exploratory Data Analysis And Feature Engineering In 3 Hours by Krish Naik | Click Here (Video)

0:00:00 Introduction

0:01:00 Zomato Dataset EDA

0:59:25 Black Friday Sales EDA

1:54:40 Flight Price Prediction EDA