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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:Truera Trulens Snowflake Observability Pipeline
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
Principles
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:Bentoml BentoML Deployment Lifecycle Management
- Principle:Scikit learn contrib Imbalanced learn Adaptive Synthetic Sampling
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Apache Spark Dependency Bundling
- Principle:Huggingface Transformers Adapter Training
- Principle:DevExpress Testcafe Element Selection
- Principle:Sgl project Sglang Streaming Response Handling
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:BerriAI Litellm Custom Logger Development
Implementations
- Implementation:Ucbepic Docetl Directive Base
- Implementation:Datahub project Datahub DataHubRestEmitter Init
- Implementation:Neuml Txtai CrossEncoder
- Implementation:ArroyoSystems Arroyo Udf Common Types
- Implementation:Mlc ai Mlc llm Convert weight
- Implementation:Deepspeedai DeepSpeed TPTrainingConfig Init
- Implementation:Sail sg LongSpec Math Equivalence Engine
- Implementation:Spcl Graph of thoughts SortingParser
- Implementation:CrewAIInc CrewAI Oxylabs Amazon Product Tool
- Implementation:Datajuicer Data juicer LLMPerplexityFilter
Heuristics
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Allenai Open instruct vLLM Inference
- Environment:ArroyoSystems Arroyo Python UDF Runtime