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Machine learning

Machine Learning Concepts

• Deep Learning
• Types: Supervised Learning | Unsupervised Learning | Reinforcement learning
• Networks: Convolutional Neural Network | Recurrent Neural Network
• Activation function: ReLU | SoftMax
• Data formats : FP16 | FP32 | bfloat16 | INT8

ML benchmarks

• Image classification: AlexNet | VGG | ResNet | Inception | MobileNets | DenseNet | ResNeXt
• NLP: BERT
• MLPerf : MLPerf Inference | MLPerf Training
• Data sets : MNIST | ImageNet | COCO | PASCAL VOC | CIFAR

ML Software

• Frameworks: TensorFlow | PyTorch | MXNET | Keras | ONNX
• Inference engines: ArmNN | OpenVINO | TensorRT | TensorFlow Lite | Core ML
• Libraries: cuDNN | MKL-DNN | Arm Compute Library
• BLAS libraries: Eigen | OpenBLAS | MKL | BLIS | cuBLAS
• Compiler tech: MLIR | TensorFlow XLA | TVM

Hardware

• x86 CPU : Intel | AMD
• Arm CPU: AWS | Marvell | Fujitsu | Huawei | NVIDIA | Ampere
• GPU : AMD | NVIDIA
• ML Accelerators: GraphCore | Habana Labs | Groq
• Connectors: PCIe | NVLink | Infiniband | Ethernet

Arm Architecture

• A profile : ARMv8.0-A | ARMv8.1-A | ARMv8.2-A | ARMv8.3-A | ARMv8.4-A | ARMv8.5-A | ARMv8.6-A
• R profile : ARMv7-R | ARMv8-R
• M profile : ARMv6-M | ARMv7-M | ARMv7E-M | ARMv8-M

Languages and tools

• Languages : Python | R | Rust | Java | Javascript | C | C++ | Julia | Go
• Compiler : GNU Toolchain | LLVM
• Others : Valgrind | QEMU

Toolchain

• libc : glibc | llvm libc | newlib | musl | bionic
• GNU Toolchain : gcc | glibc | binutils | gdb
• LLVM Toolchain: llvm | llvm libc | lldb | lld

Python related

• Open source distributions: CPython | PyPy | Jython | IronPython | WinPython
• Package manager: pip | conda
• Commercial distributions: Anaconda | ActivePython
• Repository: PyPI
• Libraries: NumPy | SciPy | Pandas
• Free Editors: Visual Studio Code | Spyder | PyDev | IDLE
• Paid Editors: PyCharm
• Debugger: pdb - The Python Debugger

General Benchmarks

• SPEC : SPEC CPU 2017 | SPEC OMP 2012 | SPEC MPI 2007

Licenses

• Copyleft : GPL License
• Permissive : MIT | BSD | Apache License

Cloud

• Vendors: AWS | Microsoft Azure | Google Cloud
• Linux distributions: RHEL | SLES | CentOS | Fedora | OpenSUSE | Ubuntu | Amazon Linux 2
• Containers: Docker | Kubernetes | KVM

AWS

• AWS SageMaker | AWS Lambda | AWS EC2 | AWS Elastic Inference
• AWS Graviton | AWS Inferentia