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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 Tulu3 Full Post Training
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Risingwavelabs Risingwave CDC Data Replication
Principles
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Huggingface Datatrove Multilingual Word Tokenization
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Duckdb Duckdb Serialization Code Generation
- Principle:Sdv dev SDV Schema Simplification
- Principle:Helicone Helicone Analytics Storage
- Principle:Apache Paimon Global Index Scan Building
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:Huggingface Trl GRPO Training Loop
- Principle:Recommenders team Recommenders SAR Recommendation Generation
Implementations
- Implementation:Haosulab ManiSkill PDJointPosController
- Implementation:Alibaba MNN Protobuf Wire Format H
- Implementation:Risingwavelabs Risingwave Grafana Dashboard Generation
- Implementation:Microsoft Playwright Client Waiter
- Implementation:Deepspeedai DeepSpeed AIO Bench Perf Sweep
- Implementation:Openai Openai python Response File Search Call In Progress
- Implementation:VainF Torch Pruning Group Prune
- Implementation:TobikoData Sqlmesh Context Invalidate Environment
- Implementation:AnswerDotAI RAGatouille Export To Huggingface Hub
- Implementation:Marker Inc Korea AutoRAG QA To Parquet
Heuristics
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Huggingface Peft DoRA Inference Caching
Environments
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Avdvg InjectGuard CUDA GPU