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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:VainF Torch Pruning CNN Pruning
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
Principles
- Principle:Openai Whisper Dynamic Time Warping
- Principle:Scikit learn Scikit learn Online Learning
- Principle:Teamcapybara Capybara Server And Options Configuration
- Principle:ClickHouse ClickHouse Binary Linking
- Principle:Togethercomputer Together python Client Initialization
- Principle:CARLA simulator Carla Waypoint Queue Completion
- Principle:Heibaiying BigData Notes Hive Partitioning and Bucketing
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Openai Openai python Fine Tuning Job Monitoring
- Principle:DataExpert io Data engineer handbook SparkSession Test Fixture
Implementations
- Implementation:Langchain ai Langchain Chroma Constructor
- Implementation:Hpcaitech ColossalAI Reward Utils
- Implementation:Astronomer Astronomer cosmos Cluster Policy
- Implementation:Huggingface Optimum MetaAwareMethodsPatcher
- Implementation:Protectai Llm guard Output Toxicity
- Implementation:FMInference FlexLLMGen Data Wrangling Install
- Implementation:BerriAI Litellm Passthrough Utils
- Implementation:Datahub project Datahub Pre Commit Config
- Implementation:Microsoft Semantic kernel InMemoryVectorStore
- Implementation:Onnx Onnx IR Protobuf Converter
Heuristics
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
Environments
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Vllm project Vllm ROCm
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Speechbrain Speechbrain HuggingFace Transformers