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Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
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Workflows
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Microsoft Playwright API testing
Principles
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:Truera Trulens Leaderboard Analysis
- Principle:Tencent Ncnn Audio Preprocessing
- Principle:ARISE Initiative Robosuite Joint Torque Control
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:FlowiseAI Flowise Evaluation Rerun
- Principle:LMCache LMCache Cluster Management
- Principle:MaterializeInc Materialize Change Detection and Test Trimming
- Principle:Facebookresearch Audiocraft Pretrained Model Loading
Implementations
- Implementation:Google deepmind Mujoco Render GL2 Header
- Implementation:Datahub project Datahub SparkPathUtils
- Implementation:Deepspeedai DeepSpeed Real Accelerator
- Implementation:Treeverse LakeFS Java SDK Model ObjectError
- Implementation:Microsoft Onnxruntime CPU GRU Grad
- Implementation:Apache Flink IndexLookupGeneratorFunction
- Implementation:FMInference FlexLLMGen DeepSpeed Compression Layers
- Implementation:Vibrantlabsai Ragas RubricsScore
- Implementation:Explodinggradients Ragas LocalCSVBackend Class
- Implementation:TobikoData Sqlmesh Loading
Heuristics
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
Environments
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:BerriAI Litellm Provider API Credentials
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Nightwatchjs Nightwatch Node 18 Runtime