Course description
Machine Learning
The Machine Learning track offers Hands-on training and knowledge checks for Machine Learning, Supervised Learning, Unsupervised Learning, and Applied AI and Natural Language Processing.
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Upcoming start dates
Training content
This online learning track is part of an unlimited Data Academy subscription and includes the following on-demand courses:
The Machine Learning Workshop
- Introduction to Scikit-Learn
- Clustering
- Key Concepts of Supervised Learning
- Supervised Learning Algorithms
- Introduction to Artificial Neural Networks
- Building A Trained Model
The Supervised Learning Workshop
- Introduction to Supervised Learning with Python
- Exploring and Visualizing Data with Python
- Performing Linear Regression with Python
- Performing Classification Tasks with Python
- Creating Ensemble Models with Python
- Evaluating Supervised Learning Models with Python
The Unsupervised Learning Workshop
- Introduction to Clustering
- Hierarchical Clustering
- Neighborhood Approaches and DBSCAN
- Dimensionality Reduction Techniques and PCA
- Autoencoders
- t-Distributed Stochastic Neighbor Embedding
- Topic Modeling
- Market Basket Analysis
- Hotspot Analysis
The Reinforcement Learning Workshop
- Introduction to Reinforcement Learning
- Introduction to The Markov Decision Process and Dynamic Programming
- Practice Deep Learning with TF2
- Getting Started with OpenAI and TensorFlow for RL
- Introduction to Dynamic Programming
- Introduction to Monte Carlo Methods
- Introduction to Temporal-Difference Learning
- Solving the Multi Armed Bandit Problem
- Introduction to Deep Q Learning
- Playing an Atari Game with a Deep Recurrent Q Network
- Introduction to Policy Based Methods for Reinforcement Learning
- Discussing Evolutionary Strategies for Reinforcement Learning
- Discussing Advancements for Reinforcement Learning
The Applied AI and Natural Language Processing Workshop
- An Introduction to AWS
- Analyzing Documents and Text with Natural Language Processing
- Topic Modeling and Theme Extraction
- Introduction to Conversational Artificial Intelligence
- Using Speech With the Chatbot
- Introduction to Computer Vision and Image Processing
Costs
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Develop
Develop is a practical, online learning platform that offers digestible, on-demand courses. You gain in-demand skills through practice opportunities and knowledge checks. We issue certificates so you receive the recognition you deserve. Whether your a tech specialist or tech-adjacent worker,...