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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:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
Principles
- Principle:Mlfoundations Open flamingo Classification Evaluation
- Principle:Langchain ai Langgraph UI Component Management
- Principle:Groq Groq python Binary Response Handling
- Principle:Evidentlyai Evidently Text Descriptor Configuration
- Principle:Webdriverio Webdriverio Test Context Tracking
- Principle:Deepspeedai DeepSpeed CPU SIMD Optimizers
- Principle:TA Lib Ta lib python Abstract Parameter Configuration
- Principle:Haosulab ManiSkill Motion Planning Execution
- Principle:Tencent Ncnn Crowd Counting
- Principle:Wandb Weave API Migration Linting
Implementations
- Implementation:CrewAIInc CrewAI Snowflake Search Tool
- Implementation:Infiniflow Ragflow MemoryService
- Implementation:Tensorflow Serving Streaming Batch Scheduler Test
- Implementation:Infiniflow Ragflow Agent Constants
- Implementation:DistrictDataLabs Yellowbrick Type Detection Utilities
- Implementation:Huggingface Transformers Benchmarks Entrypoint
- Implementation:Huggingface Open r1 Run Benchmark Jobs
- Implementation:FlowiseAI Flowise AsyncDropdown
- Implementation:Scikit learn Scikit learn SpectralBiclustering
- Implementation:LaurentMazare Tch rs TrainableCModule Load
Heuristics
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Apache Spark JDK Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Speechbrain Speechbrain Multi GPU DDP