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Workflows
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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:Webdriverio Webdriverio Page Object Pattern
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
Principles
- Principle:CrewAIInc CrewAI State Model Design
- Principle:Guardrails ai Guardrails Observability Configuration
- Principle:Apache Spark SQL Documentation Generation
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:Datahub project Datahub Actions Framework Installation
- Principle:LaurentMazare Tch rs Gym Environment Interface
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:Huggingface Transformers Inference Measurement
- Principle:Huggingface Datasets Parquet Import
- Principle:Elevenlabs Elevenlabs python Audio Playback
Implementations
- Implementation:Apache Airflow BaseTracer Protocol
- Implementation:FlagOpen FlagEmbedding MLVU Open Bench
- Implementation:Langfuse Langfuse Sessions UI Table Service
- Implementation:Kubeflow Pipelines Runtime Resource Request Sample
- Implementation:Arize ai Phoenix OpenAI Chat Helper
- Implementation:Webdriverio Webdriverio Utils
- Implementation:Speechbrain Speechbrain Prepare RescueSpeech Root
- Implementation:Huggingface Peft CartridgeConfig
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
- Implementation:ArroyoSystems Arroyo Server Common
Heuristics
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Openai Openai python Retry Backoff Strategy
Environments
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Vllm project Vllm CUDA
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment