Machine Learning Algorithms in Depth, Video Edition
Published: 1/2025
Duration: 6h 21m | Video: .MP4, 1920×1080 30 fps | Audio: AAC, 44.1kHz, 2ch | Size: 1.11 GB
In Video Editions the narrator reads the book while the content, figures, code listings, diagrams, and text appear on the screen. Like an audiobook that you can also watch as a video.
Learn how machine learning algorithms work from the ground up so you can effectively troubleshoot your models and improve their performance.
Fully understanding how machine learning algorithms function is essential for any serious ML engineer. In Machine Learning Algorithms in Depth you’ll explore practical implementations of dozens of ML algorithms including
Monte Carlo Stock Price Simulation
EM algorithm for Hidden Markov Models
Imbalanced Learning, Active Learning and Ensemble Learning
Bayesian Optimization for Hyperparameter Tuning
Dirichlet Process K-Means for Clustering Applications
Energy Minimization using Simulated Annealing
Image Search based on ResNet Convolutional Neural Network
About the Technology
About the Book
What’s Inside
Monte Carlo stock price simulation
EM algorithm for hidden Markov models
Imbalanced learning, active learning, and ensemble learning
Bayesian optimization for hyperparameter tuning
Anomaly detection in time-series
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