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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:TobikoData Sqlmesh Incremental model development
- Workflow:Wandb Weave Tracing Setup
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Interpretml Interpret Model Explanation And Visualization
Principles
- Principle:Microsoft DeepSpeedExamples DeepSpeed Engine Init
- Principle:Sail sg LongSpec Token Acceptance
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:Romsto Speculative Decoding Ngram Storage
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:Run llama Llama index Agent Output Processing
- Principle:Microsoft Autogen Selector Orchestration
- Principle:Mlc ai Web llm Embedding Model Selection
- Principle:Huggingface Diffusers Auto Docstring Generation
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
Implementations
- Implementation:Turboderp org Exllamav2 ExLlamaV2VisionTower
- Implementation:NVIDIA TransformerEngine Swizzle C API
- Implementation:Puppeteer Puppeteer DeviceRequestPrompt
- Implementation:Speechbrain Speechbrain Prepare Voicebank CTC
- Implementation:DataTalksClub Data engineering zoomcamp Java Ride Data Model
- Implementation:Langgenius Dify Use Log
- Implementation:DistrictDataLabs Yellowbrick TextVisualizer
- Implementation:Avhz RustQuant HoLee
- Implementation:InternLM Lmdeploy Core ArrayOps
- Implementation:Intel Ipex llm Vllm Online Benchmark
Heuristics
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Apache Hudi Data Skipping Limitations
Environments
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Apache Flink Java Build Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend