Machine Learning Specialization with TF2 - CloudxLab | CloudxLab

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Machine Learning Specialization with TF2 - CloudxLab

Topic 1 - Linux Basics

Instructor

Sandeep Giri

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Topic 2 - Foundations of Python Optional

Note - This topic does not contribute to course progress

Instructor

Sandeep Giri

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Topic 3 - Project - Churn Emails Inbox with Python Optional Project

Note - This topic does not contribute to course progress

Instructor

Abhinav Singh

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Topic 4 - Machine Learning Prerequisites (Numpy)

Instructor

Sandeep Giri

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Topic 5 - Pandas for Machine Learning

Instructor

Sandeep Giri

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Topic 6 - Introduction to ML

Instructor

Sandeep Giri

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Topic 7 - End-to-End Project- Self contained

Instructor

Sandeep Giri

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Topic 8 - End-to-End ML Project - California Housing Project

Instructor

Cloudxlab

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Topic 9 - Project - Forecast Bike Rentals Project

Instructor

Sandeep Giri

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Topic 10 - Classification

Instructor

Sandeep Giri

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Topic 11 - Project - Noise removal from images Optional Project

Note - This topic does not contribute to course progress

Instructor

Praveen Pavithran

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Topic 12 - Project - Predicting Titanic Passenger Survival using Machine Learning and Python Project

Instructor

Cloudxlab

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Topic 13 - Project - Building Spam Classifier Project

Instructor

Cloudxlab

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Topic 14 - Training Models

Instructor

Sandeep Giri

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Topic 15 - Support Vector Machines

Instructor

Sandeep Giri

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Topic 16 - Decision Trees

Instructor

Sandeep Giri

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Topic 17 - Ensemble Learning and XGBoost

Instructor

Sandeep Giri

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Topic 18 - Dimensionality Reduction

Instructor

Sandeep Giri

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Topic 19 - Project - Classify Clothes from Fashion MNIST Dataset using Machine Learning Techniques Project

Instructor

Sandeep Giri

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Topic 20 - Unsupervised Machine Learning

Instructor

Sandeep Giri

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Topic 21 - Project - Deploy Machine Learning models to production Project

Instructor

Sandeep Giri

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Topic 22 - Introduction to Artificial Intelligence, Machine Learning and Deep Learning

Instructor

Sandeep Giri

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Topic 23 - Artificial Neural Networks

Instructor

Sandeep Giri

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Topic 24 - Project - How to Build a Neural Network for Image Classification with TensorFlow Project

Instructor

Cloudxlab

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Topic 25 - Training Deep Neural Networks

Instructor

Sandeep Giri

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Topic 26 - Project - Training from Scratch vs Transfer Learning Project

Instructor

Cloudxlab

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Topic 27 - Project - Working with Custom Loss Function Project

Instructor

Cloudxlab

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Topic 28 - Loading and Preprocessing Data with TensorFlow

Instructor

Praveen Pavithran

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Topic 29 - Convolutional Neural Networks

Instructor

Praveen Pavithran

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Topic 30 - Project - How to Deploy an Image Classification Model using Flask Project

Instructor

Cloudxlab

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Topic 31 - Project - Image Classification with Pre-trained Keras models Project

Instructor

Cloudxlab

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Topic 32 - Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Project

Instructor

Cloudxlab

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Topic 33 - Project - Mask R-CNN with OpenCV for Object Detection Project

Instructor

Cloudxlab

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Topic 34 - Project - Introduction to Neural Style Transfer using Deep Learning & TensorFlow 2 (Art Generation Project) Optional Project

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Instructor

Cloudxlab

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Topic 35 - Recurrent Neural Networks

Instructor

Sandeep Giri

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Topic 36 - Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras Project

Instructor

Cloudxlab

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Topic 37 - Natural Language Processing

Instructor

Sandeep Giri

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Topic 38 - Project - How to Build a Sentiment Classifier using Python and IMDB Reviews Project

Instructor

Cloudxlab

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Topic 39 - Autoencoders and GANs

Instructor

Sandeep Giri

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Topic 40 - Project - Autoencoders for MNIST Fashion Project

Instructor

Cloudxlab

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Topic 41 - Reinforcement Learning

Instructor

Sandeep Giri

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Topic 42 - References Optional

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Instructor

Sandeep Giri

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Topic 43 - What's Next? Optional

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Instructor

Cloudxlab

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