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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:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Neuml Txtai API Deployment
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Neuml Txtai Semantic Search
Principles
- Principle:BerriAI Litellm Logging Payload Construction
- Principle:Mbzuai oryx Awesome LLM Post training Trend Visualization
- Principle:Openai Openai node Training Data Upload
- Principle:Heibaiying BigData Notes HBase Connection Configuration
- Principle:Togethercomputer Together python Batch Job Monitoring
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:FMInference FlexLLMGen Checkpoint Format Abstraction
- Principle:Hiyouga LLaMA Factory Sequence Packing Theory
- Principle:Lucidrains X transformers Iterative Masked Generation
- Principle:Huggingface Datasets Abstract Dataset IO
Implementations
- Implementation:Ucbepic Docetl Count Tokens
- Implementation:Scikit learn Scikit learn Make Pipeline
- Implementation:Apache Beam DirectPipelineResult
- Implementation:Ggml org Ggml Cann backend
- Implementation:Mlc ai Mlc llm Router Translate request
- Implementation:Deepset ai Haystack Logging Configuration
- Implementation:OpenGVLab InternVL InternLM2Tokenizer
- Implementation:Facebookresearch Habitat lab Core Utils
- Implementation:Deepspeedai DeepSpeed HybridEngine Generate
- Implementation:Pyro ppl Pyro SV DKL
Heuristics
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
Environments
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Openai Whisper Numba
- Environment:Vespa engine Vespa Java 17 Build Runtime