Lab Overview Support Vector Machines Decision Trees Ensemble Learning and XGBoost Dimensionality Reduction Introduction to AI and Machine Learning Analytics and Data Sciences The underpinnings of ML Unsupervised Machine Learning End to End Project - Classification Design & Constructs Machine Learning Prerequisites (Numpy) Pandas for Machine Learning Git Version Control (Advanced Git Topics) Artificial Neural Networks - MCQs Project - Predicting Titanic Passenger Survival using Machine Learning and Python Data Visualization with Matplotlib Introduction to ML Artificial Neural Networks Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Convolutional Neural Networks Artificial Neural Networks - MCQs Training Deep Neural Networks Custom Models and Training with TensorFlow Loading and Preprocessing Data with TensorFlow Natural Language Processing - MCQs Reinforcement Learning Project - How to Build a Neural Network for Image Classification with TensorFlow Project - Working with Custom Loss Function Project - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection End-to-End ML Project - California Housing Open CV Convolutional Neural Network for NLP Specialization Natural Language Processing Classification Artificial Neural Networks Processing Sequences with RNNs and CNNs Autoencoders and GANs End-to-End Machine Learning Project Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded) Support Vector Machines MCQs Decision Trees MCQs Ensemble Learning and XGBoost MCQs Text to SQL: Building an LLM-Powered Analytics Dashboard for Your Company Word Embeddings and Sentiment Analysis Using Large Language Models Introduction to Generative AI Capstone Project: Amazon Reviews to Rating Prediction Stable Diffusion Large Language Models Encoder Decoder Architecture and Transformer Generative Pre-Trained Transformer Architecture (GPT and ChatGPT architecture) Langchain Prompt Engineering Project- Building your own GPT from scratch using Tensorflow Project- Building a RAG based chat agent web app using Flask