Repository Structure

Below is the organized structure of the repository with clickable links for each section.

Benchmarking

• 2022.12.08 MLCommons Community Meeting.pdf
• bench.pdf
• cloud_computing_2021_3_10_20011.pdf
• InferBench_Understanding_Deep_Learning_Inference_S.pdf
• MLPerf INT8 BERT Finetuning.pdf
• nips17-dawnbench.pdf
• s13040-017-0154-4.pdf

Cloud

• Amazon SageMaker.pdf
• aws-overview.pdf
• sagemaker-api.pdf

Computational Budget Calculation

Memory Calculation

• bert_arch.py
• calculate_cost_per_million_samples.py
• example.py
• export_graph_svg.py
• total_memory.py
• total.py

Computer Vision (CV_ARUN)

• CV_ARUN Main.pdf

Deep Learning (DL)

• Deep Learning for Coders with FastAI and PyTorch.pdf
• Deep Learning with PyTorch.pdf
• Natural Language Processing with Transformers.pdf

Dynamical Systems

Key Papers

• 2001.01328.pdf
• Nonlinear Chaos and Fractals.pdf

Programs and Data

• Anaconda Files
• IDLE Files
• Plots

Machine Learning (ML)

• Introduction to Statistical Learning.pdf
• Natural Language Processing with Python.pdf

MLOps

• Practical MLOps.pdf
• Serving Machine Learning Models.pdf

Quantum Computing (QC)

• Quantum Computing Introduction.pdf
• Programming Quantum Computers.pdf
• TensorCircuit Documentation.pdf

Shell Scripts

• Caffe Build and Installation
• Convert TF Lite Script
• OpenVINO Setup Script

Tools

• 16-bit ONNX Script
• Alpha Pose to ONNX Script
• FPS Calculation Script

TPU

• 2021 Jouppi.pdf
• 3-4.pdf