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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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|---|---|---|
| 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:Mlflow Mlflow GenAI Evaluation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
Principles
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:NVIDIA NeMo Aligner DPO Preference Data Preparation
- Principle:Tencent Ncnn Vulkan Pipeline Optimization
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Treeverse LakeFS Integration Test Utilities
- Principle:Kornia Kornia Local Feature Detection
- Principle:Puppeteer Puppeteer Data Extraction
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Infiniflow Ragflow Chunking Method Configuration
- Principle:Facebookresearch Audiocraft Pretrained Model Loading
Implementations
- Implementation:Sdv dev SDV FixedCombinations Init
- Implementation:Mage ai Mage ai Source Write Records
- Implementation:Tensorflow Tfjs CPU Conv2DBackpropInput Kernel
- Implementation:MaterializeInc Materialize Annotate Logged Errors
- Implementation:SeleniumHQ Selenium Closure Math
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda JsonConsumer
- Implementation:Duckdb Duckdb SKA Sort
- Implementation:Openai Openai python Response Custom Tool Call Input Done
- Implementation:Huggingface Alignment handbook ORPOTrainer Usage
- Implementation:Nautechsystems Nautilus trader Generate Stubs Script
Heuristics
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Run llama Llama index Worker Count Configuration
Environments
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Unslothai Unsloth Python Transformers
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow