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Machine learning

Applications

• [Image classification]] ](/AshokBhat/ml/wiki/[Object-detection) | [Object recognition]]
• [Face detection]] ](/AshokBhat/ml/wiki/[[Pedestrian-detection)
• [Speech recognition]] ](/AshokBhat/ml/wiki/[[Sentiment-analysis) | Machine translation

Networks

• Networks: [CNN]] ](/AshokBhat/ml/wiki/[RNN) | [GAN]] | AutoEncoder

Common terms

• [Training]] ](/AshokBhat/ml/wiki/[[Inference)
• [Model]] : [[Parameter]] ](/AshokBhat/ml/wiki/[[Layer) | Accuracy
• [Neural network]] : [[Neuron]] ](/AshokBhat/ml/wiki/[Perceptron) | [Weight]] | [Activation function]] ](/AshokBhat/ml/wiki/[[Depth)
• [Dataset]] : [[Feature]] ](/AshokBhat/ml/wiki/[[Label)
• Data formats : [FP16]] ](/AshokBhat/ml/wiki/[FP32) | [bfloat16]]

Training terms

• Learning types: Supervised | Unsupervised | Federated | Reinforcement
• [Supervised Learning]] : [[Classification]] ](/AshokBhat/ml/wiki/[[Regression)
• Unsupervised Learning : Clustering
• [Example]] : [[Labeled example]] ](/AshokBhat/ml/wiki/[[Unlabeled-example)
• Loss : Loss function
• Passes : [Backpropagation]] ](/AshokBhat/ml/wiki/[[Forward-pass) | Backward pass
• [Gradient Descent]] algorithm: [SGD | Batch | Mini-batch
• [Batch]] : [[Mini-Batch]] ](/AshokBhat/ml/wiki/[[Batch-Size) | Iteration
• [Hyperparameter]] : [[Learning rate]] ](/AshokBhat/ml/wiki/[[Epoch)
• [Overfitting]] ](/AshokBhat/ml/wiki/[[Underfitting)
• Regularization : Dropout
• Quantization

State-of-the-art and benchmarks

• [Image classification]]: [[AlexNet]] ](/AshokBhat/ml/wiki/[VGG) | [ResNet]] | [EfficientNet]] ](/AshokBhat/ml/wiki/[[Vision-Transformer)
• [Object detection]]: [[R-CNN]] ](/AshokBhat/ml/wiki/[Fast-R-CNN) | [Faster R-CNN]] | Yolo
• NLP: BERT
• [MLPerf]] : [[MLPerf Inference]] ](/AshokBhat/ml/wiki/[[MLPerf-Training) | MLCommons
• Data sets : [MNIST]] ](/AshokBhat/ml/wiki/[ImageNet) | [COCO]] | CIFAR

ML Software

• Frameworks: [TensorFlow]] ](/AshokBhat/ml/wiki/[PyTorch) | [MXNET]] | [ONNX]] ](/AshokBhat/ml/wiki/[[JAX)
• [Inference engine]]s: [[ArmNN]] ](/AshokBhat/ml/wiki/[OpenVINO) | [TensorRT]] | Core ML
• Libraries: [cuDNN]] ](/AshokBhat/ml/wiki/[MKL-DNN) | [Arm Compute Library]] | QNNPACK
• [BLAS]] libraries: [[Eigen]] ](/AshokBhat/ml/wiki/[OpenBLAS) | [MKL]] | cuBLAS
• Compiler tech: [MLIR]] ](/AshokBhat/ml/wiki/[[TensorFlow-XLA-|-XLA) | TVM

TensorFlow related

• [TensorFlow]] ](/AshokBhat/ml/wiki/[TensorFlow.js) | [TensorFlow Lite]]
• TensorFlow Versions
• [TFRT]] ](/AshokBhat/ml/wiki/[[MLIR) | TensorFlow XLA
• [TensorBoard]] ](/AshokBhat/ml/wiki/[[TensorFlow-Hub)
• [Eigen]] ](/AshokBhat/ml/wiki/[[MKL-DNN)

Companies

• [Google]] ](/AshokBhat/ml/wiki/[Meta) | [Microsoft]]
• [Arm]] ](/AshokBhat/ml/wiki/[AMD) | [Intel]]
• [Habana Labs]] ](/AshokBhat/ml/wiki/[Groq) | [Graphcore]] | [Cerebras]] ](/AshokBhat/ml/wiki/[[Qualcomm)