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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:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:Nightwatchjs Nightwatch Programmatic Test Execution
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:VainF Torch Pruning Magnitude Importance
- Principle:Spotify Luigi Static Type Checking
- Principle:DataTalksClub Data engineering zoomcamp Stream Output Sink
- Principle:Huggingface Trl PPO Trainer Initialization
- Principle:DataTalksClub Data engineering zoomcamp Dbt Project Configuration
- Principle:Openclaw Openclaw CLI Bootstrap
- Principle:Neuml Txtai Base Model Configuration
Implementations
- Implementation:Duckdb Duckdb Brotli Decoder
- Implementation:Ollama Ollama Llama Base64
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Fede1024 Rust rdkafka Producer Send Offsets To Transaction
- Implementation:MarketSquare Robotframework browser Start Grpc Server
- Implementation:Apache Druid ModuleState
- Implementation:FlowiseAI Flowise UpdateChatflow Public
- Implementation:Microsoft Playwright BrowserServerLauncher
- Implementation:MarketSquare Robotframework browser Device Descriptors Keywords
- Implementation:Neuml Txtai PgVector ANN
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Openai Whisper Temperature Fallback Strategy
Environments
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Sgl project Sglang Grafana
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Vllm project Vllm CUDA
- Environment:Interpretml Interpret Python Core Environment