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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:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:BerriAI Litellm SDK Completion
Principles
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:CarperAI Trlx Model Checkpointing
- Principle:Apache Dolphinscheduler Task Dispatch Coordination
- Principle:Huggingface Trl SFT Trainer Initialization
- Principle:Duckdb Duckdb Extension Build And Metadata
- Principle:MarketSquare Robotframework browser API Test Context Setup
- Principle:Evidentlyai Evidently LLM Judge Evaluation
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:HKUDS AI Trader Frontend Transaction Display
Implementations
- Implementation:FlowiseAI Flowise CredentialListDialog
- Implementation:Datajuicer Data juicer ImageWatermarkFilter
- Implementation:Scikit learn Scikit learn GeneralizedLinearRegressor
- Implementation:Apache Dolphinscheduler UI Dependency Lockfile
- Implementation:Infiniflow Ragflow RerankFormFields Component
- Implementation:Online ml River Bandit BayesUCB
- Implementation:Treeverse LakeFS Java SDK AuthApi
- Implementation:Norrrrrrr lyn WAInjectBench Conda Environment Setup
- Implementation:Google deepmind Mujoco XML API Header
- Implementation:Langfuse Langfuse BatchExportRouter Create
Heuristics
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Apache Beam Executor Shutdown Ordering
Environments
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Kserve Kserve Python Runtime
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment