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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:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Treeverse LakeFS Garbage Collection
Principles
- Principle:Teamcapybara Capybara Server Boot
- Principle:PacktPublishing LLM Engineers Handbook Feature Store Query
- Principle:Explodinggradients Ragas Topic Adherence Evaluation
- Principle:Apache Paimon Vector Search Query Construction
- Principle:Langgenius Dify Explore Feature
- Principle:LaurentMazare Tch rs NumPy Format IO
- Principle:Bentoml BentoML Deployment Lifecycle Management
- Principle:Helicone Helicone Provider Key Management
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:FlowiseAI Flowise Evaluation Rerun
Implementations
- Implementation:Openai Openai python Chat Completion Message Param
- Implementation:Tensorflow Serving Unique Ptr With Deps
- Implementation:Apache Dolphinscheduler NettyRemotingClient SendSync
- Implementation:Tencent Ncnn Stb Image Write
- Implementation:Vibrantlabsai Ragas Core Utility Functions
- Implementation:CrewAIInc CrewAI Tavily Search Tool
- Implementation:Datajuicer Data juicer ImagePairSimilarityFilter
- Implementation:Trailofbits Fickling Get Stats
- Implementation:Bentoml BentoML IO Descriptor Image
- Implementation:Kserve Kserve Kafka ImageTransformer
Heuristics
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Apache Airflow Database Backend Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment