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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:Mage ai Mage ai API Source Extraction
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Huggingface Optimum Model Export
- Workflow:Openai Evals Running a single eval
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Openai Evals Creating a model graded eval
Principles
- Principle:Langgenius Dify ReactPatterns
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:ClickHouse ClickHouse CMake Build Configuration
- Principle:Duckdb Duckdb Binary Signing
- Principle:ChenghaoMou Text dedup Benchmark Evaluation
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:Triton inference server Server Protocol Endpoint Testing
- Principle:DistrictDataLabs Yellowbrick Color Palette Management
- Principle:Anthropics Anthropic sdk python Tool Call Detection
Implementations
- Implementation:MarketSquare Robotframework browser Get Text Get Title Get Property
- Implementation:Apache Paimon AuthBase
- Implementation:Helicone Helicone Perform Edit Prompt
- Implementation:Openai Openai python Response Reasoning Summary Text Done
- Implementation:NVIDIA NeMo Curator JusText Extractor
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Google deepmind Mujoco MJX Derivative
- Implementation:Snorkel team Snorkel SliceAwareClassifier Score Slices
- Implementation:NVIDIA NeMo Curator DecoderUtils
- Implementation:Microsoft Onnxruntime CgManifest
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Zai org CogVideo Data Preparation Best Practices
Environments
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Apache Flink Java Build Environment