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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:Openai Openai agents python Tool Integrated Agent
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Huggingface Datasets Dataset Streaming
Principles
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:Tensorflow Serving Observer Pattern
- Principle:Langchain ai Langgraph Store Embedding Support
- Principle:Openclaw Openclaw Dependency Version Locking
- Principle:BerriAI Litellm API Key Management
- Principle:Treeverse LakeFS API Authorization Specification
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Fastai Fastbook Classifier Data Preparation
Implementations
- Implementation:Apache Druid CoordinatorDynamicConfigDialog
- Implementation:Ray project Ray TaskExecutor
- Implementation:Huggingface Transformers Benchmarks Entrypoint
- Implementation:Vllm project Vllm Connections
- Implementation:SeldonIO Seldon core Alibi Detect Training
- Implementation:Apache Hudi BucketAssignFunction ProcessElement
- Implementation:Togethercomputer Together python Endpoints Resource
- Implementation:Online ml River Linear Model SoftmaxRegression
- Implementation:Open compass VLMEvalKit Phi4Multimodal
- Implementation:Tensorflow Serving Evhttp Server Test
Heuristics
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Lance format Lance Vector Index Tuning
Environments
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Apache Airflow Database Backend Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime