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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:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Openclaw Openclaw Docker Deployment
Principles
- Principle:Heibaiying BigData Notes Hive Table Definition
- Principle:Heibaiying BigData Notes Flink External Sink
- Principle:Pyro ppl Pyro Autoname Scoping
- Principle:SqueezeAILab ETS Reward Model Serving
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Langgenius Dify Documentation
- Principle:Unslothai Unsloth Reward Function Design
- Principle:FMInference FlexLLMGen HELM Tokenizer Adaptation
- Principle:SeldonIO Seldon core Usage Metrics Publishing
- Principle:Datahub project Datahub Lineage Emission
Implementations
- Implementation:Alibaba MNN RapidJSON Regex
- Implementation:Fede1024 Rust rdkafka FFI Type Aliases
- Implementation:Bentoml BentoML Framework TensorFlow
- Implementation:Googleapis Python genai Tokens Converters
- Implementation:Microsoft Playwright StringUtils
- Implementation:Openai Openai python Videos Resource
- Implementation:DataExpert io Data engineer handbook Do team vertex transformation
- Implementation:Openai Openai python Shared Params Reasoning
- Implementation:Elevenlabs Elevenlabs python TurnConfigWorkflowOverride
- Implementation:AUTOMATIC1111 Stable diffusion webui Run postprocessing
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:MaterializeInc Materialize CI Retry Strategies
Environments
- Environment:Openai Whisper PyTorch CUDA
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Unstructured IO Unstructured All Docs
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Deepset ai Haystack GPU Device Environment