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Assignments - Probability

Probability Assignment
Probability Assignment
Probability Assignment
Probability Assignment
Probability Assignment

Assignments - Maximum Likelihood

Bayesian Learning Agents
Gaussian Maximum Likelihood
Stochastic Gradient Descent for Linear Regression
MLE of the Pareto Distribution
Bike Rides and the Poisson Model

Assignments - Ensemble Methods

Classifying Ships from Automatic Indentification System (AIS) Data
Electromyography and Gradient Boosting

Assignments - Neural Networks

Neural Networks Assignment
CNN-RNN Assignment
Simple Language Models
Neural Network optimization with SGD and Adam

Projects - Data Science

Interpretable Gradient Boosting - Real Estate House Price Prediction

Projects - Robotics

Collaborative Robotics
Unmanned Surface Vehicle Navigation
World Models - Can agents learn inside of their own dreams?

Projects - Computer Vision

Transfer Learning for Custom Datasets in the Small-Data Regime
Semantic Map from Building and Road Detections

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Index

By Pantelis Monogioudis, Ph.D

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