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Machine Learning

Folder: Academic-Notes/Machine-Learning

65 items under this folder.

Apr 17, 2025
Adversarial Search
Apr 17, 2025
Back-propagation
Apr 17, 2025
Beyond Classical Search
Apr 17, 2025
Constraint Satisfaction Problems
Apr 17, 2025
Generative Learning Algorithms
Apr 17, 2025
Gradient Descent
Apr 17, 2025
Introduction to Artificial Intelligence
Apr 17, 2025
Kernel Methods
Apr 17, 2025
Linear Models
Apr 17, 2025
Logical Agents
Apr 17, 2025
Machine Learning
Apr 17, 2025
Mahalanobis Distance
Apr 17, 2025
Markov Decision Process, MDP
Apr 17, 2025
Multi-armed Bandit
Apr 17, 2025
PRML
Apr 17, 2025
Solving Problems by Searching
Apr 17, 2025
Support Vector Machine - SVM
Apr 17, 2025
Variational Auto-Encoder (VAE)
Apr 17, 2025
Xavier Initialization
Dec 28, 2024
Denoising Diffusion Probabilistic Models (DDPM)
Dec 17, 2024
Logistic Regression
Oct 22, 2024
Dynamic Programming
Oct 22, 2024
Introduction to Reinforcement Learning
Oct 22, 2024
Temporal Difference, TD
Oct 22, 2024
Thompson Sampling Algorithm
Oct 09, 2024
Guidance in Diffusion Models
Oct 06, 2024
Computer Vision
Oct 06, 2024
Review DDPM
Oct 06, 2024
Stochastic Differential Equation (SDE)
Sep 24, 2024
Activation Functions
Sep 24, 2024
Bandit Slippery Walk (BSW) Environment
Sep 24, 2024
Bandit Walk (BW) Environment
Sep 24, 2024
Batch Normalization
Sep 24, 2024
Convolutional Neural Networks (CNNs)
Sep 24, 2024
Cross Entropy Loss
Sep 24, 2024
Deep Learning
Sep 24, 2024
ERM Learning
Sep 24, 2024
Epsilon-Greedy Algorithm
Sep 24, 2024
Frozen Lake (FL) Environment
Sep 24, 2024
Gird World (GW) Environment
Sep 24, 2024
Global Pooling
Sep 24, 2024
Gradient Ascent
Sep 24, 2024
Hands-on Reinforcement Learning
Sep 24, 2024
He Initialization
Sep 24, 2024
Layer Normalization
Sep 24, 2024
Long Short-Term Memory (LSTM)
Sep 24, 2024
Loss Functions
Sep 24, 2024
Markov Property
Sep 24, 2024
Multilayer Perceptrons
Sep 24, 2024
Non-maximum Suppression
Sep 24, 2024
Object Detection
Sep 24, 2024
Occupancy Measure
Sep 24, 2024
OpenAI Gym toolkit
Sep 24, 2024
PAC learning model
Sep 24, 2024
Rectified Linear Unit (ReLU)
Sep 24, 2024
Recurrent Neural Networks (RNNs)
Sep 24, 2024
Reinforcement Learning
Sep 24, 2024
Semantic Segmentation
Sep 24, 2024
Sigmoid Function
Sep 24, 2024
Softmax
Sep 24, 2024
Stable Activations and Gradients in Deep Learning
Sep 24, 2024
Stochastic Gradient Descent (SGD)
Sep 24, 2024
Understanding Machine Learning - From Theory to Algorithms
Sep 24, 2024
Upper Confidence Bound Algorithm, UCB
Sep 24, 2024
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Folder: Academic-Notes/Machine-Learning