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Thapar Summer School on ML & DL 2022 | 13th June - 22nd July 2022

Schedule

Time  : 09:00 - 1:00 pm (Mon to Friday)

Venue: TAN Audi (offline only)

Note   : (1) Be on Time (2) Bring your own Laptop (3) Bring power extensions (if possible)

​Brief Schedule:

Week1

Detailed Schedule

Week 1 | 13 June to 17 June 2022

Theme: Basics of Python and Problem Solving

  • Day 1 [13 June 2022] | Opening of Summer School | Dr. PSRana

    • Registration

    • Briefing of Schedule

    • Click Here to download the slide

  • Day 2 [14 June 2022] - Basics of Python Programming | Dr. PSRana

    • Basics of Python Programming (using Google Colab) | Click Here

    • Download and install Anaconda | Click Here

    • [Self-Google] Learn how to install packages in python using pip/conda (Try to install OpenCV and Yolo packages)

    • Mini Project-01: Subset Selection Problem | Click Here

    • Mini Project-02: ComboFinder | Click Here

    • Assignment-01 | Click Here | Submission Link

    • Challenge Question | Click Here

    • [Self] Mini Project-03 | Click Here | Submission Link

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 3 [15 June 2022] - Advance Python (Numpy, Matplotlib, Scipy, Pandas) | Dr. PSRana

    • Resource of the Day

      • PapersWithCode.com

      • Also, explore Research papers (Go to Resource --> 5. One Page Writing)

    • Data Visualization using Matplotlib | Click Here

    • Working with Pandas | Click Here

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 4 [16 June 2022] - Basics of R Programming, Topsis, Feature Extraction (Audio, DNA) | Dr. PSRana

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 5 [17 June 2022] - Mini Projects and Automation using Python | Dr. PSRana, Mr Raj

    • Resource of the Day

    • Mini Projects | Click Here

      • Mini Project-04: Audio to Text Conversion

      • Mini Project-05: Google Image Downloader

      • Mini Project-06: Image to Text (OCR)

      • Mini Project-07: Tweets Search/Download

      • Mini Project-08: Video to Audio Conversion

      • Mini Project-09: Cosine Similarity

    • Automatic Pipeline Development | Click Here for slide

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

Week 2 | 20 June to 24 June 2022

Theme: Machine Learning, Optimization, Statistics, and Exploratory Data Analysis (EDA)

Week2

  • Day 06 [20 June 2022] - Optimization Using Random Approach | PSRana

    • Resource of the Day

    • Optimization Using Random Approach | Click Here (slide)

      • Mini Project-10: Coin Change Problem | Click Here

      • Mini Project-11: Operator Fitting Problem | Click Here

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 07 [21 June 2022] - Machine Learning - Part-1 (Introduction) | PSRana

    • Resource of the Day

      • Download Free Books, Free Research Papers, Thesis, Datasets, etc

      • Go to psrana.com --> Resource --> UNIT VI: Gold Mine for Researchers

    • Introduction to Machine Learning | Click Here (Slide)

    • Teachable Machine | Click Here

    • Sample Dataset | Click Here

    • Result Analysis of Machine Learning Models using Excel | Click Here

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 08 [22 June 2022] - Machine Learning - Part-2 (Regression) | PSRana

    • Resource of the Day

      • Cold emailing for internships, LOR, SOP, Guidance for MS | Go to psrana.com --> LOR

      • Search for "Postdoc in Data Science in Switzerland"

    • Model Evaluation Parameters for Regression and Classification | Click Here

    • Machine Learning using Pycaret | Click Here

    • Optimization of model parameters; Numer.ai, etc.

    • Evaluation-1 on Kaggle | Click Here (Login and then participate)
      • Start: 22 June 2022, 9:00 am
      • Deadline: 27 June 2022, 8:00 am
      • The top 5 winners will get rewards and a certificate

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 09 [23 June 2022] - Machine Learning - Part-3 (Classification and Clustering) | PSRana

    • Resource of the Day

      • Develop a short video of your project and share

      • Lil'Learn - The Smart Learning App | Click Here

      • Clone Your Voice | Click Here

    • Machine Learning using Pycaret | Click Here

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

    • Update Checklist

  • Day 10 [24 June 2022] - Data Analytics using statistics | Dr. Harsih Garg

    • Resource of the Day | None

    • Data Analytics using statistics | Dr. Harsih Garg

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

Week 3 | 27 June to 02 July 2022

Theme: Image Processing and Deep Learning

Week3

  • Day 11 [27 June 2022] - Introduction to Image Processing and Deep Learning (Part-1) | Dr. Sahil Sharma

    • Resource of the Day

    • Click Here for all the notebooks | Click Here for slide

      • Introduction to Image Processing using OpenCV

      • Image Loading, Displaying, Saving, and Dimensions

      • Grayscaling images;

      • Transformations of Image;

      • Convolutions, Blurring, and Sharpening Images;

      • Image conversion from colored to greyscale, Resizing/ Rotation/ Scaling of images, etc

    • Mini Project-12 (Self)

      • Convert a colored video to greyscale (black & white)

      • Develop a Web App for the project.

    • Mini Project-13 (Self)

      • Reduce the size (scaling) of a colored video to x% (x=10,20,30.....)

      • Develop a Web App for the project.

    • Mini Project-14 (Self)

      • Make a video slow/fast by (1.5x, 2x, 2.5x, 3x)

      • Develop a Web App for the project.

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 12 [28 June 2022] - Introduction to Image Processing and Deep Learning (Part-2) | Dr. Sahil Sharma

    • Resource of the Day

      • AWS Free Machine Learning (Text-to-Speech, Speech-to-Text, Translation) | Click Here

    • Click Here for all the notebooks | Click Here for slide

      • Object Detection using Yolo

      • Training MobileNetSSD Object Detection on a Mask Dataset

      • Sign language detection using TensorFlow Object Detection Library

    • Mini Project-15 (Self)

      • Record two videos of yourself of 20 sec (1) Happy Face (2) Sad Face

      • Extract all the frames and store them in two folders

      • Develop a facial expression recognition model

      • Develop a Web App / Mobile APP for the project.

    • Mini Project-16 (Self)

      • Use the above dataset and train on Teachable Machine

      • Check for 10 faces and find the accuracy

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 13 [29 June 2022] - Introduction to Image Processing and Deep Learning (Part-3) | Dr. Sahil Sharma

    • Resource of the Day

      • Visualize Neural Network (Playground Tensorflow) | Click Here

    • Click Here for all the notebooks

      • Basics of Neural Networks and CNN

      • Cat/Dog Classification

      • Face recognition

      • Face expression detection

      • Leaf disease prediction

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 14 [30 June 2022] - Introduction to Image Processing and Deep Learning (Part-4) | Dr. Sahil Sharma

    • Resource of the Day

    • Click Here for all the Notebooks | Click Here for slide

      • Data Augmentation using GAN

      • Generate synthetic Fashion MNIST Images with DCGAN

      • Super-resolution using SRGAN

    • Evaluation-2 on Kaggle | Click Here (Login and then participate)

      • Start: 30 June 2022, 4:00 pm

      • Deadline: 5 July 2022, 8:00 am

      • The top 5 winners will get rewards and a certificate

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 15 [01 July 2022 ] - Hands-on Practice on Transfer Learning and GAN | Mrs. Sukhandeep Kaur

    • Resource of the Day

      • [Video] Explore How Computer Vision works | Click Here

    • Dataset for today's session Click Here (Copy to your google drive)

    • Click Here for all Notebook | Click Here for slide

      • Transfer Learning

      • Data Augmentation using GAN

      • Use of trained model: Resnet 50, Inception V3, VGG 16

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

Week 4 | 04 July to 09 July 2022

Theme: Natural Language Processing (NLP) and Blockchain

Week4

  • Day 16 [04 July 2022] - Introduction to Natural Language Processing | Dr. Nitin Shelke

    • Resource of the Day

      • [Video] Road map for NLP by Krish Naik | Click Here

      • [Video] Complete NLP course by Krish Naik in 9 hr  | Click Here

    • Click Here for all the Notebooks and slide

      • Introduction to NLP

      • Applications of Natural Language Processing

      • Hands-on with NLTK for Text Data

      • Research Projects on NLP

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 17 [05 July 2022] - Text Analytics and NLP | Dr. Nitin Shelke

    • Resource of the Day

      • Resource-1

    • Click Here for all the Notebooks and slide

      • Text Pre-processing Operation

      • Feature Extraction: Bag of Word, TFIDF

      • Word Embeddings in NLP

      • Case Study based on Text Pre-processing

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 18 [06 July 2022] - Hands-on with NLP Projects | Dr. Nitin Shelke

    • Resource of the Day

      • Resource-1

    • Click Here for all the Notebooks and slide

      • Tweet Classification Using Deep Learning

      • Gender Identification

      • Text Summarization;

      • Chatbot Development

    • Evaluation-3 on Kaggle | Click Here (Login and then participate)

      • Start: 06 July 2022, 9:00 pm

      • Deadline: 11 July 2022, 8:00 am

      • The top 5 winners will get rewards and a certificate

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 19 [07 July 2022] - Introduction to Blockchain | Dr. Rohit Ahuja and Team

    • Resource of the Day

      • Resource-1

    • Click Here for all the Notebooks and slide

      • The chain of Blocks

      • Origin of Blockchain

      • Motivation: Why not Blockchain?

      • Case Study: Supply chain Management

      • Solidity Language: Hands-on Programming Session

      • Metamask: Installation and working

      • Truffle: To Compile and deploy smart Contracts

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 20 [08 July 2022] - Tools for Blockchain | Dr. Rohit Ahuja and Team

    • Resource of the Day

      • Resource-1

    • Click Here for all the Notebooks and slide

      • Ganache: To Create Private Blockchain Networks

      • Tuna Fish Tracking: A Case Study

      • Understanding terms DApps, NFTS etc.

      • Smart Contract Session with solidity

      • Open Problem statement for Blockchain

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

Week5

Week 5 | 11 July to 16 July 2022

Theme: Internet of Things (IoT), Web Development and Cloud Services

  • Day 21 [11 July 2022] - Internet of Things (IoT) and its applications-1 | Dr. Kiranjot and Team

    • Resource of the Day

      • Resource-1

    • Click Here for slide

      • The World of IoT

      • Introduction to IoT

      • IoT and Cloud

      • IoT Case Study: Making a Thing

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 22 [12 July 2022] - Internet of Things (IoT) and its applications-2 | Dr. Kiranjot and Team

    • Resource of the Day

      • Resource-1

    • Click Here for slide

      • Digital Reality to Happiness,

      • Introduction AR, VR and XR

      • Designing your own AR filter

      • Science of Happiness

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 23 [13 July 2022] - Application of IoT using Node MCU | Mr Shivam and Mr Gaurav

    • Resource of the Day

      • Resource-1

    • Click Here for all the instructions and slides

      • Setup Environment for Node MCU in Arduino IDE.

      • Interfacing with different sensors with node MCU

      • Connection node MCU with wifi.

      • Sending sensor data to ThinkSpeak.

      • Controlling devices through mobile applications

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 24 [14 July 2022] - Web Development using DJango - Part-1 | Mr Avnoor

    • Resource of the Day

      • Resource-1

    • Click Here for all the instructions and slides

      • [Video] Django Installation Click Here

      • Introduction to GitCLI

      • Creation of a dummy repository to run all-important commands

      • Introduction to the structure of Web Development

      • How a frontend connects with the backend framework and with database

      • Introduction to Django

        • Insights of Django's directory system

        • Urls and view layer

        • Model layer

        • Templates

        • Data Access through Admin panel

      • Getting started with Our first App

        • Combo Offers

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 25 [15 July 2022] - Web Development using DJango - Part-2 (Machine Learning Model Deployment) | Mr Avnoor

    • Resource of the Day

      • Resource-1

    • Click Here for all the resources

    • Integrating pycaret with Django

    • Creation of, the Best Model for breast cancer

    • The custom server on Microsoft azure

    • Custom .tech domain from get.tech

    • Deployment of the model on the azure server with a custom domain

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

Week6

Week 6 | 18 July to 22 July 2022

Theme: Time Series, Explainable AI, How to write and publish research papers, Valedictory and certificate distribution

  • Day 26 [18 July 2022] - Introduction and Hands-on practics on Time-Series problems | Mr. Raj

    • Resource of the Day

      • State-of-the-art Deep Learning library for Time Series and Sequences | Click Here

    • Click Here for all the resources

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 27 [19 July 2022] - Introduction and Hands-on practics on Explainable AI | Dr. Puneet Kumar

    • Resource of the Day

      • [Vidoe] Introduction to Explainable AI (ML Tech Talks) | Click Here

      • [Vidoe] Explainable AI Cheat Sheet - Five Key Categories | Click Here

      • [Play list] Explainable AI explained! | Click Here

    • Click Here for all the resources

      • Can you trust AI, in particular, the outcomes of Machine/Deep learning models?

      • How to explain what happens inside these models?

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 28 [20 July 2022] - R Programming and TOPSIS | Dr. PSRana

    • Resource of the Day

    • R Programming | Click Here

    • Topsis (Multi-criteria decision making (MCDM)) | Click Here

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 29 [21 July 2022] - How to write and publish research papers; | Prof. Mukesh Singh, Dr. Singara Singh

    • Resource of the Day

      • Resource-1

    • Significance and Application of Clustering Techniques | Dr. Singara Singh

    • Multi-threading using Python | Click Here | Dr. PS Rana

      • Basics of Multi-Threading

      • Mini-Project-17: Create multiple text files using threading

      • Mini-Project-18: Convert multiple files to upper case

      • Mini-Project-19: Convert multiple images to greyscale

      • Mini-Project-20: Convert multiple videos to greyscale

      • Mini-Project-21: Scrap multiple websites

    • How to write a research paper | Click Here | Dr. PS Rana

    • Daily Activity

      • One page writing (Two papers) | For research papers (Go to Resource --> 5. One Page Writing)

      • Update Checklist

  • Day 30 [22 July 2022] - Valedictory and certificate distribution | Dr. Suresh Raikwar, Dr. Harpreet Singh, Dr Neeru Jindal

Topics need to cover:

  • Exploratory Data Analysis (EDA)

  • Challenges in Deploying machine learning solutions at scale (2) MLOps (3) Data-Centric AI | Mr. Anant Aggarwal

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