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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
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 |
Explore Pages
Workflows
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Apache Flink Hybrid Source Switching
Principles
- Principle:Tensorflow Serving Model Status Query
- Principle:Helicone Helicone Result Type Pattern
- Principle:Openai Openai agents python Bidirectional Handoffs
- Principle:Zai org CogVideo T2V Pipeline Loading
- Principle:Anthropics Anthropic sdk python Parse Request Execution
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Princeton nlp SimPO Preference Optimization
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:Ray project Ray Release Validation Testing
- Principle:Mlflow Mlflow Evaluation Result Analysis
Implementations
- Implementation:Microsoft Semantic kernel ImportPluginFromOpenApiAsync
- Implementation:Facebookresearch Audiocraft SISNR Loss
- Implementation:Run llama Llama index Settings Embed Model Assignment
- Implementation:Anthropics Anthropic sdk python ThinkingBlock Separation
- Implementation:Ollama Ollama Llama Arch
- Implementation:Ucbepic Docetl Docker Compose Launch
- Implementation:DistrictDataLabs Yellowbrick ParallelCoordinates Visualizer
- Implementation:ArroyoSystems Arroyo Nexmark Operator
- Implementation:Online ml River Stream Iter Csv
- Implementation:Dotnet Machinelearning OneDalAlgorithms
Heuristics
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
Environments
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Apache Hudi Docker Demo Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Iterative Dvc Remote Storage Backends
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment