Corspedia | Machine Learning with Python

Overview

Machine learning has many practical applications that you can use in your projects or on the job.

In the Machine Learning with Python Certification, you'll use the TensorFlow framework to build several neural networks and explore more advanced techniques like natural language processing and reinforcement learning.

You'll also dive into neural networks, and learn the principles behind how deep, recurrent, and convolutional neural networks work.

Major Topics:

TensorFlow
How Neural Networks Work
Machine Learning with Python Projects

Syllabus

Introduction: Machine Learning Fundamentals
Introduction to TensorFlow
Core Learning Algorithms
Core Learning Algorithms: Working with Data
Core Learning Algorithms: Training and Testing Data
Core Learning Algorithms: The Training Process
Core Learning Algorithms: Classification
Core Learning Algorithms: Building the Model
Core Learning Algorithms: Clustering
Core Learning Algorithms: Hidden Markov Models
Core Learning Algorithms: Using Probabilities to make Predictions
Neural Networks with TensorFlow
Neural Networks: Activation Functions
Neural Networks: Optimizers
Neural Networks: Creating a Model
Convolutional Neural Networks
Convolutional Neural Networks: The Convolutional Layer
Creating a Convolutional Neural Network
Convolutional Neural Networks: Evaluating the Model
Convolutional Neural Networks: Picking a Pretrained Model
Natural Language Processing With RNNs
Natural Language Processing With RNNs: Part 2
Natural Language Processing With RNNs: Recurring Neural Networks
Natural Language Processing With RNNs: Sentiment Analysis
Natural Language Processing With RNNs: Making Predictions
Natural Language Processing With RNNs: Create a Play Generator
Natural Language Processing With RNNs: Building the Model
Natural Language Processing With RNNs: Training the Model
Reinforcement Learning With Q-Learning
Reinforcement Learning With Q-Learning: Part 2
Reinforcement Learning With Q-Learning: Example
Conclusion
How Deep Neural Networks Work
Recurrent Neural Networks RNN and Long Short Term Memory LSTM
Deep Learning Demystified
How Convolutional Neural Networks work
Rock Paper Scissors
Cat and Dog Image Classifier
Book Recommendation Engine using KNN
Linear Regression Health Costs Calculator
Neural Network SMS Text Classifier

Taught by

freeCodeCamp Team

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Machine Learning with Python

بواسطة: freeCodeCamp

Overview

Syllabus

Taught by

Machine Learning with Python

بواسطة: freeCodeCamp

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