Thapar Summer School on ML & DL 2025 | 9th June - 18th July 2025

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 | 9 - 13 June 2025 | Basics of Python, OOPs and Problem-Solving, Pandas, Numpy, Scipy, EDA, Linux
Week 2 | 16 - 20 June 2025 | Machine Learning, AutoML, Pycaret, Optimization & Statistics, Mini Projects, Intro to Kaggle
Week 3 | 23 - 27 June 2025 | Hands-on practice for Kaggle & Numer.ai, Intro gradio, FastAPI, Streamlit, Flask
Week 4 | 30 June - 04 July 2025 | Deep Learning and GANs for Image Processing
Week 5 | 07 - 11 July 2025 | Deep Learning and GANs for Natural Language Processing (NLP), GenAI, Transformers, LLMs
Week 6 | 14 - 18 July 2025 | Internet of Things (IoT), Time Series, FastAPI, Numer.ai, Valedictory and Certificate Distribution

Detailed Schedule

Week-1

Week 1 | Basics of Python, OOPs and Problem-Solving, Pandas, Numpy, Scipy, EDA, Linux

Day 1 | 9 June 2025 | Opening of Thapar Summer School 2025

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

Day 2 | 10 June 2025 | 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 | 11 June 2025 | 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 | 12 June 2025 | 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 | 13 June 2025 | 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 | 14 June 2025

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 | 15 June 2025

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 | Machine Learning, AutoML, Pycaret, Optimization & Statistics, Mini Projects, Intro to Kaggle

Day 8 | 16 June 2025 | 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 | 17 June 2025 | 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 | 18 June 2025 | 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 | 19 June 2025 | 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 | 20 June 2025 | 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 | 21 June 2025

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 | 22 June 2025

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

Thapar Summer School on ML & DL 2025 | 9th June - 18th July 2025

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