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:Langchain ai Langgraph Functional API Workflow
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Openai Openai node Streaming To Client
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Intel Ipex llm vLLM Serving
Principles
- Principle:Vespa engine Vespa Control File Initialization
- Principle:Helicone Helicone Cross Provider Transform
- Principle:PrefectHQ Prefect Dbt Project Setup
- Principle:Pyro ppl Pyro Markov Dependency
- Principle:Facebookresearch Audiocraft Finetuning Checkpoint Preparation
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Fastai Fastbook Latent Factor Model
- Principle:Kserve Kserve Authentication Integration
- Principle:Vllm project Vllm OpenAI Client Integration
Implementations
- Implementation:Predibase Lorax Lorax Launcher Main
- Implementation:Ggml org Llama cpp GGUF Example
- Implementation:Haosulab ManiSkill AssemblingKits
- Implementation:Ollama Ollama MLXRunner Server
- Implementation:Googleapis Python genai Models Edit Image
- Implementation:Shiyu coder Kronos CustomKlineDataset Usage
- Implementation:Apache Paimon RowKind Python
- Implementation:Puppeteer Puppeteer NodeWebSocketTransport
- Implementation:SeleniumHQ Selenium UnpinnedScriptKey
- Implementation:Mlc ai Mlc llm OpenAIProtocol Kotlin
Heuristics
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Pyro ppl Pyro Distributed Training
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Huggingface Trl Quantization Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime