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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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Iterative Dvc Pipeline Reproduction
Principles
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Apache Airflow DAG Deployment
- Principle:Cypress io Cypress System Test Validation
- Principle:Zai org CogVideo Tiled Image Upscaling
- Principle:DevExpress Testcafe Smart Assertions
- Principle:Duckdb Duckdb Executable Building
- Principle:Mage ai Mage ai JSON Schema Loading
- Principle:Cleanlab Cleanlab Datalab Multilabel Label Issue Detection
- Principle:Microsoft Playwright Install Browsers
- Principle:Ggml org Llama cpp Tokenization
Implementations
- Implementation:Datahub project Datahub FieldPath Schematron
- Implementation:NVIDIA NeMo Curator ConnectedComponentsStage
- Implementation:Explodinggradients Ragas Version Experiment Function
- Implementation:Risingwavelabs Risingwave HummockIterator
- Implementation:Duckdb Duckdb Generate Grammar
- Implementation:Online ml River Bandit Envs CandyCane
- Implementation:Langfuse Langfuse BlobStorageLog Repository
- Implementation:BerriAI Litellm JSON Validation Rule
- Implementation:Bentoml BentoML Runner Utils
- Implementation:DevExpress Testcafe TestRunErrors
Heuristics
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
Environments
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Intel Ipex llm Portable Environment