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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:Mage ai Mage ai API Source Extraction
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:Ollama Ollama Model Loading And GPU Scheduling
- Principle:Spotify Luigi Database Data Loading
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Openai Openai node Realtime Conversation Interaction
- Principle:ThreeSR Awesome Inference Time Scaling Repository Forking
- Principle:Heibaiying BigData Notes MapReduce Map Phase
- Principle:DevExpress Testcafe CDP Browser Control
- Principle:DevExpress Testcafe Instance Lifecycle Management
- Principle:Openai Whisper Sliding Window Decoding
Implementations
- Implementation:Sktime Pytorch forecasting Encoder
- Implementation:Googleapis Python genai Pager
- Implementation:Langfuse Langfuse Nested JSON Seed Data
- Implementation:Speechbrain Speechbrain Whisper Dataio Prepare
- Implementation:Tensorflow Tfjs Tensorflowjs Converter CLI
- Implementation:TobikoData Sqlmesh API Events
- Implementation:Sgl project Sglang Build Regex From Object
- Implementation:Ollama Ollama Imagegen Server
- Implementation:BerriAI Litellm Responses Utils
- Implementation:FMInference FlexLLMGen ExecutionEnv Create
Heuristics
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Bentoml BentoML Worker Count Strategy
Environments
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:HKUDS AI Trader Browser Runtime