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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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
Principles
- Principle:Langchain ai Langchain Pre Release Validation
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Testing
- Principle:Helicone Helicone Environment Configuration
- Principle:Langchain ai Langgraph Edge Configuration
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:Deepspeedai DeepSpeed Tensor Parallel Training
- Principle:Interpretml Interpret Data Preparation And Validation
- Principle:Wandb Weave Version Bump Release
- Principle:Huggingface Datatrove Statistics Merging
- Principle:Rapidsai Cuml Genetic Programming
Implementations
- Implementation:AnswerDotAI RAGatouille RAGTrainer Train
- Implementation:OpenBMB UltraFeedback GPT4 Critique Annotator
- Implementation:Ggml org Llama cpp Llama Model Quantize Params
- Implementation:AUTOMATIC1111 Stable diffusion webui DDPM V1 Diffusion Model
- Implementation:Microsoft Autogen DatabaseManager Operations
- Implementation:AUTOMATIC1111 Stable diffusion webui Sample hr pass
- Implementation:SeleniumHQ Selenium Closure SafeUrl
- Implementation:Huggingface Datasets Value
- Implementation:Unslothai Unsloth GEMM Forward Kernel
- Implementation:Elevenlabs Elevenlabs python AudioNativeClient
Heuristics
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Apache Hudi Compaction Scheduling Safety
Environments
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Tencent Ncnn Build Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies