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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:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
Principles
- Principle:Lucidrains X transformers Transformer As MLP
- Principle:BerriAI Litellm Training File Upload
- Principle:Elevenlabs Elevenlabs python Audio Interface
- Principle:Microsoft Onnxruntime Nodejs Session Creation
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:ClickHouse ClickHouse Debug Symbol Splitting
- Principle:Apache Paimon Schema Alignment
- Principle:Zai org CogVideo Dataset Preparation
- Principle:Langchain ai Langchain Standard Unit Testing
- Principle:Risingwavelabs Risingwave Cluster Monitoring
Implementations
- Implementation:Ray project Ray Ray Task Remote
- Implementation:Langchain ai Langgraph InMemorySaver Init
- Implementation:Mistralai Client python MistralAzure Init
- Implementation:BerriAI Litellm PostHog Logger
- Implementation:LaurentMazare Tch rs VarStore Set Kind
- Implementation:Avhz RustQuant CIR Bond Pricing
- Implementation:Mage ai Mage ai Google Analytics Source
- Implementation:Microsoft Playwright Server JavaScript
- Implementation:Ollama Ollama Imagegen LLM
- Implementation:Google deepmind Dm control CMU Subsets
Heuristics
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
Environments
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Apache Druid Web Console Development
- Environment:Vllm project Vllm ROCm
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Ggml org Ggml C Cpp Build Environment