Linux Basics Big Data Introduction Scala Machine Learning With Spark Course Overview Lab Overview Introduction to ML Support Vector Machines Java Essentials Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained Convolutional Neural Nets Dimensionality Reduction Project - Classify Clothes Project - Cats classifier SQL Tutorial Introduction to AI and Machine Learning Machine Learning Process Analytics and Data Sciences End to End Project - Regression The underpinnings of ML Challenges in Machine Learning Project Unsupervised Machine Learning End to End Project - Classification Project - Forecast Bike Rentals Unsupervised Machine Learning Project - Classify Clothes from Fashion MNIST Dataset using Machine Learning Techniques Design & Constructs Machine Learning Prerequisites (Numpy) Project - Deploy Machine Learning models to production Pandas for Machine Learning Introduction to DevOps and it's tools Project - Churn Emails Inbox with Python Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Docker Swarm Forecast Bikes Rental Demands Project - Noise removal from images Project - Predict the hourly rain gauge total Foundations of Python Kubernetes Artificial Neural Networks - MCQs Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python Data Visualization with Matplotlib Jenkins Monitoring tools - Graffana and Prometheus Docker MCQs Artificial Neural Networks Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras Image Stitching using OpenCV and Python (Creating Panorama Project) Convolutional Neural Networks Artificial Neural Networks Training Deep Neural Networks Custom Models and Training with TensorFlow Loading and Preprocessing Data with TensorFlow Recurrent Neural Networks Reinforcement Learning Project - Credit Card Fraud Detection using Machine Learning Project - Introduction to Neural Style Transfer using Deep Learning & TensorFlow 2 (Art Generation Project) Project - How to Build a Neural Network for Image Classification with TensorFlow Project - Training from Scratch vs Transfer Learning Project - Working with Custom Loss Function Project - How to Build a Sentiment Classifier using Python and IMDB Reviews Project - Autoencoders for MNIST Fashion What's Next? 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 Project - How to Deploy an Image Classification Model using Flask Introduction to Artificial Intelligence, Machine Learning and Deep Learning References Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Convolutional Neural Network for NLP Specialization Project- Find the Celebrity who Looks like You using Computer Vision Project - Image Classification with Pre-trained InceptionV3 Network Project- Game of Tic Tac Toe with Python Project- Exploring Web Scraping: Python Adventures on Wikipedia and Amazon Deploying Single Container Static App with Docker & Travis CI on AWS Elastic Beanstalk Deploying Multi Container Flask App with Docker & Travis CI on AWS Elastic Beanstalk Deploying Single Container Flask app with Docker, Travis CI, AWS RDS & AWS ElastiCache on AWS Elastic Beanstalk Testing Single Container Static App Locally on Minikube Automating Deployment of Single Container Static App on Google Kubernetes Engine with Docker & Travis CI Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib Problems on Data Cleaning and Processing For Machine Learning End to End Project - Regression (Studio Recorded) End to End Project - Classification (Studio Recorded) End-to-End ML Project- Beginner friendly End-to-End Data Analysis project Project - Building a RAG Chatbot from Your Website Data using OpenAI, Langchain and Vector Database 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

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