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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:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
Principles
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Sgl project Sglang Program State Result Extraction
- Principle:Helicone Helicone Model Author Metadata
- Principle:ARISE Initiative Robosuite Inverse Kinematics Control
- Principle:Lucidrains X transformers Package Installation
- Principle:Google deepmind Mujoco Sensor Pipeline
- Principle:Iamhankai Forest of Thought Answer Equivalence Checking
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:Pola rs Polars Query Plan Inspection
Implementations
- Implementation:Treeverse LakeFS ListObjects For Import
- Implementation:BerriAI Litellm Create File
- Implementation:Microsoft Playwright Server Android
- Implementation:ArroyoSystems Arroyo Sql Functions
- Implementation:Open compass VLMEvalKit VGRPBench Kakuro
- Implementation:Scikit learn contrib Imbalanced learn BalancedBaggingClassifier
- Implementation:Explodinggradients Ragas PromptMixin Save Load
- Implementation:FlagOpen FlagEmbedding MLVU Order Data
- Implementation:Ollama Ollama KVCache Encoder
- Implementation:Apache Paimon TableSchema
Heuristics
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
Environments
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Vllm project Vllm CUDA
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Wandb Weave LLM Integration Dependencies