Categories

programming

• 2023-06-07 Wed. Design patterns in Python: Builder Pattern programming design-patterns
• 2023-06-07 Wed. Design patterns in Python: Factory Pattern programming design-patterns

machine-learning

• 2024-06-29 Sat. Deep Learning 4.0.3: Case studies in CNN machine-learning  deep-learning CNN
• 2024-06-28 Fri. Deep Learning 4.0.2: The Convolution Layer machine-learning  deep-learning CNN
• 2024-06-28 Fri. Deep Learning 4.0.1: CNN Architecture machine-learning  deep-learning CNN
• 2024-05-31 Fri. Deep Learning 4.0.0: Convolutional Neural Network (CNN) machine-learning  deep-learning CNN
• 2024-05-23 Thu. Deep Learning 3.2.0: Neural Networks 101 machine-learning  deep-learning neural-networks
• 2024-05-18 Sat. Deep Learning 3.1.1: What Is TensorFlow? machine-learning  deep-learning tensorflow
• 2024-05-17 Fri. Deep Learning 3.1.0: Image recognition using Fashion MNIST dataset machine-learning  deep-learning neural-networks
• 2024-05-16 Thu. Deep Learning 3.0.2: Backpropagation machine-learning  deep-learning neural-networks
• 2024-05-16 Thu. Deep Learning 3.0.1: Loss Functions machine-learning  deep-learning deep-learning
• 2024-05-15 Wed. Deep Learning 3.0.0: Forward Propagation machine-learning  deep-learning neural-networks
• 2024-05-15 Wed. Deep Learning 2.0.1: Activation Functions machine-learning  deep-learning neural-networks
• 2024-05-15 Wed. Deep Learning 2.0.0: Neural Networks machine-learning  deep-learning nueral-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.8: Notes on Python numpy vectors machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.7: Vectorization machine-learning  deep-learning deep-learning
• 2024-05-14 Tue. Deep Learning 1.0.0.6: Notations for Weights W in Neural Networks machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.5: Standard notations in Deep Learning machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.4: Neural Networks Representation machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0: The basics about the perceptron machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 0.0.1: Types of Machine Learning machine-learning  deep-learning deep-learning
• 2024-05-01 Wed. Probability and Statistics 1.5.1: The Central Limit Theorem (CLT) machine-learning probability-and-statistics
• 2024-04-24 Wed. Probability and Statistics 1.0.0: Basics machine-learning probability-and-statistics
• 2024-04-19 Fri. Probability and Statistics 1.3.0: Binomial distribution machine-learning probability-and-statistics
• 2024-04-18 Thu. Probability and Statistics Basics 1.2.0: Discrete Random Variables machine-learning probability-and-statistics
• 2024-04-18 Thu. Probability and Statistics 1.1.0: Descriptive Statistics machine-learning probability-and-statistics

deep-learning

• 2024-10-23 Wed. NLP: Naive Bayes Classification NLP  deep-learning NLP
• 2024-10-21 Mon. NLP: Logistic Regression, Cost Function, and Gradient Descent NLP  deep-learning NLP
• 2024-10-18 Fri. NLP Vocabulary and Feature Extraction NLP  deep-learning NLP
• 2024-08-15 Thu. Transformer seq2seq  deep-learning transformer
• 2024-08-13 Tue. Self-attention NLP  deep-learning self-attention
• 2024-08-06 Tue. Natural Language Processing 0.2.0: Back Propagation Through Time (BPTT) NLP  deep-learning BPTT
• 2024-08-01 Thu. Natural Language Processing 0.1.0: Recurrent Neural Networks (RNN) NLP  deep-learning RNN
• 2024-08-01 Thu. Natural Language Processing 0.0.2: Word Embeddings NLP  deep-learning word-embeddings
• 2024-07-26 Fri. Natural Language Processing 0.0.1: Tokenization NLP  deep-learning NLP  tokenization
• 2024-06-29 Sat. Deep Learning 4.0.3: Case studies in CNN machine-learning  deep-learning CNN
• 2024-06-28 Fri. Deep Learning 4.0.2: The Convolution Layer machine-learning  deep-learning CNN
• 2024-06-28 Fri. Deep Learning 4.0.1: CNN Architecture machine-learning  deep-learning CNN
• 2024-05-31 Fri. Deep Learning 4.0.0: Convolutional Neural Network (CNN) machine-learning  deep-learning CNN
• 2024-05-23 Thu. Deep Learning 3.2.0: Neural Networks 101 machine-learning  deep-learning neural-networks
• 2024-05-18 Sat. Deep Learning 3.1.1: What Is TensorFlow? machine-learning  deep-learning tensorflow
• 2024-05-17 Fri. Deep Learning 3.1.0: Image recognition using Fashion MNIST dataset machine-learning  deep-learning neural-networks
• 2024-05-16 Thu. Deep Learning 3.0.2: Backpropagation machine-learning  deep-learning neural-networks
• 2024-05-16 Thu. Deep Learning 3.0.1: Loss Functions machine-learning  deep-learning deep-learning
• 2024-05-15 Wed. Deep Learning 3.0.0: Forward Propagation machine-learning  deep-learning neural-networks
• 2024-05-15 Wed. Deep Learning 2.0.1: Activation Functions machine-learning  deep-learning neural-networks
• 2024-05-15 Wed. Deep Learning 2.0.0: Neural Networks machine-learning  deep-learning nueral-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.8: Notes on Python numpy vectors machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.7: Vectorization machine-learning  deep-learning deep-learning
• 2024-05-14 Tue. Deep Learning 1.0.0.6: Notations for Weights W in Neural Networks machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.5: Standard notations in Deep Learning machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0.4: Neural Networks Representation machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 1.0.0: The basics about the perceptron machine-learning  deep-learning neural-networks
• 2024-05-14 Tue. Deep Learning 0.0.1: Types of Machine Learning machine-learning  deep-learning deep-learning

NLP

• 2024-10-23 Wed. NLP: Naive Bayes Classification NLP  deep-learning NLP
• 2024-10-21 Mon. NLP: Logistic Regression, Cost Function, and Gradient Descent NLP  deep-learning NLP
• 2024-10-18 Fri. NLP Vocabulary and Feature Extraction NLP  deep-learning NLP
• 2024-08-13 Tue. Self-attention NLP  deep-learning self-attention
• 2024-08-06 Tue. Natural Language Processing 0.2.0: Back Propagation Through Time (BPTT) NLP  deep-learning BPTT
• 2024-08-01 Thu. Natural Language Processing 0.1.0: Recurrent Neural Networks (RNN) NLP  deep-learning RNN
• 2024-08-01 Thu. Natural Language Processing 0.0.2: Word Embeddings NLP  deep-learning word-embeddings
• 2024-07-26 Fri. Natural Language Processing 0.0.1: Tokenization NLP  deep-learning NLP  tokenization

seq2seq

• 2024-08-15 Thu. Transformer seq2seq  deep-learning transformer