Main Page
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Total Pages
1,118
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:Sdv dev SDV Multi table synthesis
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Ggml org Llama cpp Model Quantization
Principles
- Principle:Astronomer Astronomer cosmos Cloud Storage Connection Setup
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:NVIDIA DALI Video Reading
- Principle:Vllm project Vllm Output Schema Definition
- Principle:OpenHands OpenHands Integration Router Mounting
- Principle:Huggingface Datasets Dataset Sorting
- Principle:NVIDIA NeMo Aligner Rejection Sampling Training
- Principle:Teamcapybara Capybara File Uploads
- Principle:Astronomer Astronomer cosmos Graph Entity Model
- Principle:Haotian liu LLaVA Multimodal Data Preparation
Implementations
- Implementation:DataExpert io Data engineer handbook Statsig Log event
- Implementation:Googleapis Python genai Models Generate Content
- Implementation:Apache Shardingsphere YamlEngine Unmarshal
- Implementation:SeldonIO Seldon core Seldon Pipeline Status
- Implementation:Google deepmind Mujoco User Composite
- Implementation:FlagOpen FlagEmbedding EvalReranker Call
- Implementation:Bentoml BentoML Docker Debian Setup
- Implementation:Pyro ppl Pyro SineSkewed
- Implementation:Duckdb Duckdb TDigest
- Implementation:Lance format Lance BlobEncoding
Heuristics
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Microsoft LoRA Selective LoRA QV Only
Environments
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Sgl project Sglang ROCm