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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 python Realtime Conversation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Huggingface Datatrove Common Crawl Processing
Principles
- Principle:Onnx Onnx Opset Version Conversion
- Principle:Webdriverio Webdriverio HTTP Transport
- Principle:Apache Flink Cross Source Checkpointing
- Principle:Huggingface Datasets DatasetDict Hub Upload
- Principle:Langchain ai Langchain Compatibility Testing
- Principle:Microsoft LoRA Parameter Freezing
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
- Principle:Axolotl ai cloud Axolotl Experiment Tracking Integration
- Principle:Ggml org Ggml Model Quantization
- Principle:Apache Hudi Clustering Execution
Implementations
- Implementation:Avhz RustQuant AnalyticOptionPricer new
- Implementation:Ray project Ray Actor Class Pattern
- Implementation:Puppeteer Puppeteer Page Screenshot
- Implementation:Bentoml BentoML IO Descriptor Pandas
- Implementation:Eventual Inc Daft Session Constructor
- Implementation:PacktPublishing LLM Engineers Handbook OpenAI Chat Completions
- Implementation:PrefectHQ Prefect Flow Decorator
- Implementation:ARISE Initiative Robosuite PickPlace Environment
- Implementation:Onnx Onnx Compose IO Map
- Implementation:LaurentMazare Tch rs Policy Gradient
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Microsoft Autogen Graph Validation Rules
Environments
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Mit han lab Llm awq CUDA Build Environment