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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:Microsoft Playwright End to end test authoring
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
Principles
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:Guardrails ai Guardrails ValidationPipeline
- Principle:Langgenius Dify ShallowRouting
- Principle:Triton inference server Server Model Weight Download
- Principle:Mbzuai oryx Awesome LLM Post training Paper Entry Formatting
- Principle:Apache Airflow Testing Quality Assurance
- Principle:Haifengl Smile SQL Data Ingestion
- Principle:LaurentMazare Tch rs Convolutional Layer
- Principle:Run llama Llama index Query Engine Creation
- Principle:Axolotl ai cloud Axolotl Multimodal Processor Loading
Implementations
- Implementation:Treeverse LakeFS ListRepositoryRuns
- Implementation:Intel Ipex llm Merge Adapter
- Implementation:Mlc ai Mlc llm Router Init
- Implementation:Infiniflow Ragflow FloatingChatWidgetMarkdown Component
- Implementation:TobikoData Sqlmesh Editor Hooks
- Implementation:Openai Openai agents python ApplyPatchTool Pattern
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval MMLU
- Implementation:Iterative Dvc Repo Diff
- Implementation:Turboderp org Exllamav2 ExLlamaV2PrefixFilter
- Implementation:TobikoData Sqlmesh API Events
Heuristics
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Openai Whisper Log Probability Threshold
Environments
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:PrefectHQ Prefect Prefect Server Database