Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Internship Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Live Zoom Class Link
  • Zoom Mentoring Sessions Link Updated

  Induction

  • Induction of Internship and Verification - Siamese Network
  • Siamese Neural Network (SNN)
  • Mastering Linkedin - 1
  • Mastering Linkedin - 2
  • Linkedin Hashtags

  Live - Python Programming and App Dev

  • Task Submission and Python Programming
  • Problem Solving With Python Part - 1
  • Problem Solving With Python Part - 2
  • Problem Solving With Python Part - 3
  • Problem Solving With Python Part - 4
  • Flask Backend Development - 1
  • Flask Backend Development - 2
  • Flask Backend Development - 3
  • Flask Backend Development - 4
  • Code Files
  • Flask Backend Development - 5
  • Code Files
  • Flask - ORM

  Tasks - Python Programming

  • Task - 1 (Basic Python Programming)
  • Task - 1 (For Advance Python Programmers)
  • Task - 2 (Data Types)
  • Task - 2 (For Advance Python Programmers)
  • Task - 3 (Python Maths)
  • Task - 3 (For Advance Python Programers)
  • Task - 4 (Basic Python - Strings)
  • Task - 4 (For Advanced Python Programmers)
  • Task - 5 (RegEx)
  • Task - 5 (For Advance Python Programmers)
  • Task - 6 (Numpy - Both for Basic and Adv User)
  • Task - 7 (Descriptive Stats - Both basic and Adv Users)
  • Task - 8 (Stats - Both basic and Adv user)

  Tasks - App Dev

  • Project - Clone of regex101.com
  • Project - Debug the Note Taking Application
  • Project (Basic Version) - URL Shortner Application
  • Project (Advance Version) - URL Shortner Application

  Live - Data Analysis

  • Descriptive Statistics
  • Rate of Change and Intro to Probability
  • Probability and Random Variables
  • Problem Solving with Numpy
  • Numpy Broadcasting
  • Probability and Random variables - II
  • CRISP DM Framework
  • 19th Aug

  Task - Data Analysis

  • Project 1 - Exploratory Data Analysis
  • Project 2 - Missing Value + Outlier + ML

  Recorded - Prob and Stats

  • Intro to Probability
  • Random Variables
  • Distributions
  • What and Why Inferential Stats?
  • Central Limit Theorem
  • Estimation - Point and Interval
  • Hypothesis Testing
  • Hyp Testing (Hands-on)

  Live - Version Control System

  • Git Command
  • Git and GitHub

  Live + Task - Streamlit

  • Project - Find the Nearest Pub
  • Streamlit

  Live - Machine Learning

  • Introduction
  • Supervised Vs Unsupervised Learning
  • ML Framwork
  • ML Task 1 Discussion and KNN Algorithm
  • Overfitting and Underfitting - 1
  • Overfitting and Underfitting - 2 (with Implementation)
  • Overfitting and Underfitting - Ways to Avoid
  • ML Algorithms and Hyperparameters

  Live - MLOPs

  • Serialization and Deserialization
  • Application Integration
  • Cloud Deployment - Heroku 1
  • Cloud Deployment - Heroku 2
  • Introduction to Experiment Tracking and Model Management
  • MLFlow for Experiment Tracking
  • MLFlow for Hyperparameter Tuning and Model Management
  • Workflow Orchestration
  • Workflow Orchestration - 2

  Task - Machine Learning

  • Task 1 - KNN Scratch Implementation
  • Task 2 - ML Application
  • Streamlit ML App Link
  • MLOPs Task - Diamond Dataset ML Pipeline Orchestration and Experiment Tracking

  Live - NLP

  • Intro to NLP
  • BOW implementation
  • Embedding Techniques - W2v
  • Embeddings - W2v, GloVe(Pretrained) and BERT(Pretrained)

  Final Project

  • Project Allocation Form
  • Project Outline Submission
  • Mid Project Submission
  • MLOps Final Project Submissions
  • Recommender Systems Final Project Submissions
  • Chatbot Final Project Submissions
  • Computer Vision Final Project Submissions