Tabla de Contenidos: “…Useful maths -- Statistical inferences -- Inferences on HMM -- Monte-Carlo methods -- Hints and solutions…”

Tabla de Contenidos: “…Integration by Trapezium Method -- 4. Monte Carlo Method of Integration -- 5. Matrices and Regression -- 6. …”

Tabla de Contenidos: “…Dynamic programming -- Value iteration -- Policy iteration -- Solving the frozen lake problem -- Value iteration -- Policy iteration -- Summary -- Questions -- Further reading -- Chapter 4: Gaming with Monte Carlo Methods -- Monte Carlo methods -- Estimating the value of pi using Monte Carlo -- Monte Carlo prediction -- First visit Monte Carlo -- Every visit Monte Carlo -- Let's play Blackjack with Monte Carlo -- Monte Carlo control -- Monte Carlo exploration starts -- On-policy Monte Carlo control -- Off-policy Monte Carlo control -- Summary -- Questions -- Further reading -- Chapter 5: Temporal Difference Learning -- TD learning -- TD prediction -- TD control -- Q learning -- Solving the taxi problem using Q learning -- SARSA -- Solving the taxi problem using SARSA -- The difference between Q learning and SARSA -- Summary -- Questions -- Further reading -- Chapter 6: Multi-Armed Bandit Problem -- The MAB problem -- The epsilon-greedy policy -- The softmax exploration algorithm -- The upper confidence bound algorithm -- The Thompson sampling algorithm -- Applications of MAB -- Identifying the right advertisement banner using MAB -- Contextual bandits -- Summary -- Questions -- Further reading -- Chapter 7: Deep Learning Fundamentals -- Artificial neurons -- ANNs -- Input layer -- Hidden layer -- Output layer -- Activation functions -- Deep diving into ANN -- Gradient descent -- Neural networks in TensorFlow -- RNN -- Backpropagation through time -- Long Short-Term Memory RNN -- Generating song lyrics using LSTM RNN -- Convolutional neural networks -- Convolutional layer -- Pooling layer -- Fully connected layer -- CNN architecture -- Classifying fashion products using CNN -- Summary -- Questions -- Further reading -- Chapter 8: Atari Games with Deep Q Network -- What is a Deep Q Network? …”