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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:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Apache Flink Stream File Compaction
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Sail sg LongSpec Speculative Decoding Inference
Principles
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Haotian liu LLaVA Distributed Worker Control
- Principle:DevExpress Testcafe Browser Provider Selection
- Principle:Langchain ai Langchain Document Indexing
- Principle:Run llama Llama index Evaluation Dataset Generation
- Principle:OWASP Www project top 10 for large language model applications Automated Quality Feedback
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Volcengine Verl Multi Turn Rollout
Implementations
- Implementation:DistrictDataLabs Yellowbrick FeatureImportances Visualizer
- Implementation:SeleniumHQ Selenium Bazel Test With Filters
- Implementation:Avdvg InjectGuard Metric And Main
- Implementation:Togethercomputer Together python Transcriptions Create
- Implementation:Huggingface Datasets IterableDataset With Format
- Implementation:Obss Sahi Analyse
- Implementation:Vespa engine Vespa Searchlib ABI Spec
- Implementation:Openai Openai python Response Output Text Param
- Implementation:Run llama Llama index IndexDocumentSummary
- Implementation:Norrrrrrr lyn WAInjectBench try wrap lora
Heuristics
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:Apache Druid Web Console Development
- Environment:Truera Trulens Python Core Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Openai Evals OpenAI API Configuration