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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:Huggingface Open r1 Reasoning Data Generation
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Openai Openai node Function Calling
Principles
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Intel Ipex llm ReLoRA Training
- Principle:Openai Evals Remote Result Storage
- Principle:Speechbrain Speechbrain GAN Based Enhancement Training
- Principle:Nightwatchjs Nightwatch Extension Usage In Tests
- Principle:Openclaw Openclaw LLM Inference
- Principle:Axolotl ai cloud Axolotl Configuration Loading
- Principle:Vllm project Vllm Vllm Installation
- Principle:Duckdb Duckdb Skip List Data Structure
- Principle:Truera Trulens Selector Based Data Extraction
Implementations
- Implementation:Anthropics Anthropic sdk python Pydantic Compat
- Implementation:Microsoft DeepSpeedExamples BingBertSquad Training Utils
- Implementation:Webdriverio Webdriverio FirefoxProfileLauncher Class
- Implementation:Ray project Ray Custom Sphinx Directives
- Implementation:CrewAIInc CrewAI LanceDB Adapter
- Implementation:Unslothai Unsloth Push To Hub Merged
- Implementation:Danijar Dreamerv3 Plot Benchmark Curves
- Implementation:Zai org CogVideo EMAVectorQuantizer
- Implementation:InternLM Lmdeploy Gemm ScaledGmmaFp8Sm90
- Implementation:NVIDIA TransformerEngine Debug Quantization
Heuristics
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Googleapis Python genai LRO Polling Backoff
Environments
- Environment:Huggingface Datasets Search Dependencies
- Environment:Obss Sahi Python Image Processing
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Apache Paimon Optional Extensions
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Apache Kafka JVM Runtime Environment