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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:Apache Kafka Release Candidate Staging
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
Principles
- Principle:Huggingface Datasets Dataset From Dict Construction
- Principle:Huggingface Transformers Benchmark Statistics
- Principle:FMInference FlexLLMGen HELM Tokenizer Adaptation
- Principle:Triton inference server Server Container Verification
- Principle:Ucbepic Docetl Data Sampling And Selection
- Principle:Apache Hudi Compaction Plan Generation
- Principle:Anthropics Anthropic sdk python Model Identifier Mapping
- Principle:EvolvingLMMs Lab Lmms eval Parallel Inference
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:Openai Openai agents python Tool Output Guardrail Definition
Implementations
- Implementation:Apache Beam PortablePipelineJarCreator
- Implementation:Tensorflow Tfjs Generic Utils
- Implementation:Langfuse Langfuse Analytics Integration Types
- Implementation:Datahub project Datahub Avro Schema To Mce
- Implementation:Haosulab ManiSkill MP Solutions Pattern
- Implementation:Openai Evals FewShotSolver
- Implementation:Mlc ai Mlc llm Image Utils
- Implementation:Risingwavelabs Risingwave Dashboard Streaming API
- Implementation:AUTOMATIC1111 Stable diffusion webui File And Path Utilities
- Implementation:Ucbepic Docetl OperationCard
Heuristics
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
Environments
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Datahub project Datahub Java Build
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Kserve Kserve VLLM Runtime
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Lucidrains X transformers PyTorch CUDA