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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:Langchain ai Langgraph ReAct Agent Creation
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Mistralai Client python Function Calling
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Googleapis Python genai Model Fine Tuning
Principles
- Principle:Isaac sim IsaacGymEnvs Task Testing Iteration
- Principle:Sdv dev SDV Column Distribution Visualization
- Principle:Alibaba ROLL Distillation Validation
- Principle:Cypress io Cypress Release Verification
- Principle:ARISE Initiative Robomimic Rollout Execution Eval
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:Eventual Inc Daft Rust Workspace Build
- Principle:Zai org CogVideo Optical Flow Estimation
- Principle:Webdriverio Webdriverio XPath Processing
- Principle:Online ml River Multi Output Learning
Implementations
- Implementation:CARLA simulator Carla DebugShape
- Implementation:LMCache LMCache Audit Connector
- Implementation:Openai Evals Classify Function
- Implementation:Lance format Lance GeneralCompressor
- Implementation:Microsoft DeepSpeedExamples Write Benchmark Log
- Implementation:Mistralai Client python Mistral Init
- Implementation:Apache Druid SegmentsCard
- Implementation:Onnx Onnx ProtoToString
- Implementation:Open compass VLMEvalKit LogicVista Utils
- Implementation:Openai Openai python Response Function Tool Call
Heuristics
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
Environments
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Microsoft Agent framework API Credentials
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Iterative Dvc Python Runtime
- Environment:Truera Trulens Python Core Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment