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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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|---|---|---|
| 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:Tensorflow Serving Kubernetes Deployment
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Onnx Onnx Version Conversion
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Allenai Open instruct SFT Finetuning
Principles
- Principle:Haosulab ManiSkill Controller Architecture
- Principle:InternLM Lmdeploy Multimodal Inference
- Principle:Huggingface Datatrove Distributed Inference Orchestration
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Evaluation Orchestration
- Principle:Webdriverio Webdriverio Step Definition Binding
- Principle:Apache Beam Pipeline Construction
- Principle:Tensorflow Serving Lock Free Read Pattern
- Principle:AUTOMATIC1111 Stable diffusion webui Network prompt activation
- Principle:Ollama Ollama Integrity Verification
- Principle:NVIDIA NeMo Aligner Critic Server Deployment
Implementations
- Implementation:Spotify Luigi Event Constants
- Implementation:Recommenders team Recommenders Prepare Hparams
- Implementation:NVIDIA NeMo Curator Start Prometheus Grafana
- Implementation:Zai org CogVideo RIFE Inference
- Implementation:Anthropics Anthropic sdk python BaseModel
- Implementation:Explodinggradients Ragas EvaluatorChain Class
- Implementation:Apache Druid SampleForConnect Streaming
- Implementation:MarketSquare Robotframework browser Browser Init
- Implementation:PrefectHQ Prefect Docs Site Configuration
- Implementation:Neuml Txtai External Vectors
Heuristics
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Iterative Dvc Path Performance Optimization
Environments
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Getgauge Taiko Linux System Libraries
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Alibaba ROLL Ascend NPU Environment