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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:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Groq Groq python Text Embedding
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Neuml Txtai Semantic Search
Principles
- Principle:DevExpress Testcafe Element Selection
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Huggingface Peft Adapter Injection
- Principle:Google deepmind Mujoco API Utilities
- Principle:Online ml River Bandit Environments
- Principle:LLMBook zh LLMBook zh github io LoRA Training Execution
- Principle:Sktime Pytorch forecasting Lightning Trainer Configuration
- Principle:EvolvingLMMs Lab Lmms eval Data Sharding
- Principle:Online ml River Online Optimizers
- Principle:Sail sg LongSpec Math Equivalence Evaluation
Implementations
- Implementation:Apache Airflow Core Pre Commit Config
- Implementation:Infiniflow Ragflow Agent OperatorIcon Component
- Implementation:Onnx Onnx Op Schema Python API
- Implementation:Online ml River Optim AdaDelta
- Implementation:Langfuse Langfuse ParsePromptDependencyTags
- Implementation:Sail sg LongSpec Benchmark Eval Script
- Implementation:Run llama Llama index CrossEncoder Dataset Gen
- Implementation:Anthropics Anthropic sdk python LegacyAPIResponse
- Implementation:Scikit learn Scikit learn UnsupervisedClusterMetrics
- Implementation:Rapidsai Cuml ElasticNet
Heuristics
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
Environments
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:BerriAI Litellm Docker Deployment