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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:Puppeteer Puppeteer Request Interception
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:BerriAI Litellm Response Caching
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Groq Groq python Text To Speech
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Langfuse Langfuse Evaluation pipeline
Principles
- Principle:Recommenders team Recommenders Chronological Data Splitting
- Principle:Openclaw Openclaw Documentation Site Configuration
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Getgauge Taiko Gauge Project Setup
- Principle:Openai Openai python Image Generation Parameters
- Principle:Ollama Ollama Adapter Conversion
- Principle:ClickHouse ClickHouse Wide Integer Arithmetic
- Principle:Danijar Dreamerv3 Data Collection And Training
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Tensorflow Tfjs Transformer Backbone Construction
Implementations
- Implementation:Ollama Ollama Llama Grammar
- Implementation:Iterative Dvc Find Targets And Create Stage
- Implementation:EvolvingLMMs Lab Lmms eval VLMs Are Biased Utils
- Implementation:Openclaw Openclaw HealthCommand
- Implementation:CARLA simulator Carla InMemoryMap
- Implementation:Langgenius Dify Component Analyzer
- Implementation:Bentoml BentoML CLI Api Token
- Implementation:Zai org CogVideo Caption File Output
- Implementation:Vllm project Vllm CPU Attn NEON
- Implementation:Kserve Kserve InferenceGraph CRD Spec
Heuristics
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Fastai Fastbook Embedding Size Rule
Environments
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Allenai Open instruct vLLM Inference