Machine Learning Engineer Forums

Supervised Learning Methods
Subforums: Naive Bayes, Linear Regression, Support Vector Machines, Support Vector Regression, Polynomial Regression, Logistic Regression, k-Nearest Neighbors, Decision Trees, Random Forests, Ensemble Methods, Neural Networks, Feedforward Neural Networks, Convolutional Neural Networks (CNNs), CNN Architecture, LeNet-5, AlexNet, GoogLeNet, ResNet, Recurrent Neural Networks (RNNs), Autoencoders, Single-Stacked Autoencoders, Stacked Autoencoders, Sparse Autoencoders, Variational Autoencoders, Contractive Autoencoder (CAE), Stacked Convolutional Autoencoders, Generative Stochastic Network (GSN), Winner-Take-All (WTA) Autoencoders, Adversarial Autoencoders, Long-Short Term Memory (LSTM) Cells, Restricted Boltzmann Machines (RBMs), (Unsupervised) Generative Adversarial Networks (GANs)

Unsupervised Learning Methods
Subforums: Apriori, Eclat, k-Means Clustering, Hierarchical Cluster Analysis, Expectation Maximization, Visualization and Dimensionality Reduction, Principal Component Analysis (PCA), Kernel PCA, Locally-Linear Embedding (LLE), t-SNE, Generative Adversarial Networks (GANs)

Other Learning Methods
Subforums: Reinforcement Learning, Policy Search, AI Gyms, Policy Gradients, Markov Decisions, Temporal Difference, Q-Learning, Semi-Supervised Learning, Self-Supervised Learning

Data Preparation
Subforums: Exploratory Data Analysis (EDA), Data Pre-Processing, Feature Encoding, Feature Normalization, Feature Engineering, Feature Selection, Feature Imputation, Dealing with Imbalances, Data Splitting

Training Model
Subforums: Choosing an Algorithm, Supervised Algorithms, Unsupervised Algorithms, Types of Learning, Batch Learning, Online Learning, Transfer Learning, Active Learning, Ensembling, Underfitting, Overfitting, Regularization, Hyperparameter Tuning

Analysis/Evaluation
Subforums: Evaluation Metrics, Feature Importance, Training/Inference Time/Cost, What-if Tool, Least Confident Examples, Bias/Variance Trade-off

Serving Model
Subforum: Available Tools

Natural Language Processing (NLP)
Subforums: Word2Vec, GloVe, ELMo, BERT