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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:Run llama Llama index ReAct Agent
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
Principles
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Langchain ai Langgraph UI Component Management
- Principle:Openai Evals Solver Implementation
- Principle:Webdriverio Webdriverio Custom Service Development
- Principle:Bitsandbytes foundation Bitsandbytes Paged Optimizer
- Principle:Huggingface Diffusers Training Validation
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:Heibaiying BigData Notes Hive Table Definition
- Principle:Treeverse LakeFS Java SDK API Operations
Implementations
- Implementation:CrewAIInc CrewAI S3 Reader Tool
- Implementation:FlagOpen FlagEmbedding BGE Coder TripletGenerator
- Implementation:Openai Openai python Response Reasoning Text Done
- Implementation:FlagOpen FlagEmbedding MLVU Needle Data
- Implementation:NVIDIA DALI ImageNet Synsets
- Implementation:Mlflow Mlflow ML Package Versions Data
- Implementation:Ray project Ray Ray Task Cross Language
- Implementation:Cleanlab Cleanlab Datalab Init
- Implementation:Apache Druid Query Context Completions
- Implementation:LaurentMazare Tch rs FFI Traits
Heuristics
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
Environments
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Apache Flink Node Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Ucbepic Docetl Docker Deployment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Roboflow Rf detr Python GPU Environment