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Machine Learning & Deep Learning Specialization with Python,Machine Learning & Deep Learning Specialization with Python"

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Syllabus

Getting Aboard | Python For Machine Learning | Session 0.
Introduction to Programming & Python | Session 1 | Python For Machine Learning | CloudxLab.
Conditions and Functions | Session 2 | Python For Machine Learning | CloudxLab.
Loops and Iteration | Session 3 | Python For Machine Learning | CloudxLab.
Dictionaries and Tuples | Session 4 | Python For Machine Learning | CloudxLab.
Regular Expressions | Session 5 | Python For Machine Learning | CloudxLab.
Networked Programs | Session 6 | Python For Machine Learning | CloudxLab.
Classes and Objects | Session 7 | Python For Machine Learning | CloudxLab.
Numpy and Pandas | Session 8 | Python For Machine Learning | CloudxLab.
What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | CloudxLab.
Machine Learning Project - Part 1 | Predict House Prices in California | CloudxLab.
Machine Learning Project - Part 2 | Predict House Prices in California | CloudxLab.
Session 3 - End to End Machine Learning Project - Test Train Split.
Session 4 - End to End Machine Learning Project - Visualizing the data.
Session 5 - End to End Machine Learning Project - Prepare the Data for ML Algorithms.
Session 6 - End to End Machine Learning Project - Fine Tuning Model.
Session 7 - Classification.
Session 8 - Classification - Performance Measures.
Session 9 - Classification - Error Analysis.
Session 10 - Training Models - Overview of Linear Algebra.
Session 11 - Training Models - Linear Regression: Gradient Descent.
Session 12 - Training Models - Stochastic Gradient Descent.
Session 13 - Training Models - Polynomial Regression, Ridge Lasso and Elastic Net.
Session 14 - Training Models - Logistic Regression.
Session 15 - Support Vector Machines - Introduction.
Session 16 - Support Vector Machines (Continue) & Decision Trees - Introduction.
Session 17 - Decision Trees (Continue) & Ensemble Learning - Introduction.
Session 18 - Ensemble Learning & Random Forest.
Session 19 - Adaboost.
Session 20 - Ensemble Learning & Dimensionality Reduction.
Session 21 - Dimensionality Reduction.
Session 22 - Naive Bayes and XGBoost.
What is Deep Learning | Introduction to Deep Learning | Deep Learning Tutorial | CloudxLab.
Deep Learning | End-to-end Machine Learning Project | CloudxLab.
TensorFlow Tutorial Part 1 | Deep Learning Using TensorFlow | TensorFlow Tutorial Python | CloudxLab.
TensorFlow Tutorial Part 2 | Deep Learning Using TensorFlow | TensorFlow Tutorial Python | CloudxLab.
Artificial Neural Network Tutorial - Part 1 | Deep Learning With Neural Networks | CloudxLab.
Artificial Neural Network Tutorial - Part 2 | Deep Learning With Neural Networks | CloudxLab.
Artificial Neural Network Tutorial - Part 3 | Deep Learning With Neural Networks | CloudxLab.
Training Neural Networks | Batch Normalization | Deep Learning With Neural Networks | CloudxLab.
Deep Learning | Training Deep Neural Nets - Part 1 | CloudxLab.
Deep Learning | Training Deep Neural Nets - Part 2 | CloudxLab.
Deep Learning | Convolutional Neural Network - Part 1 | CloudxLab.
Deep Learning | Convolutional Neural Network - Part 2 | CloudxLab.
Deep Learning | Recurrent Neural Network - Part 1 | CloudxLab.
Deep Learning | Recurrent Neural Network - Part 2 | CloudxLab.
Deep Learning | Autoencoders | CloudxLab.
Reinforcement Learning | Deep Reinforcement Learning | Deep Q Learning | CloudxLab.

Taught by

CloudxLab Official

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