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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:Volcengine Verl PPO Training With Reward Model
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Wandb Weave SDK Release
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Mistralai Client python Chat Completion
Principles
- Principle:Spcl Graph of thoughts Sorting Prompt Design
- Principle:Helicone Helicone Application Services
- Principle:Microsoft BIPIA Dataset Preparation
- Principle:Scikit learn Scikit learn Probability Calibration
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:Webdriverio Webdriverio BrowserDetection
- Principle:Isaac sim IsaacGymEnvs Task Testing Iteration
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:ClickHouse ClickHouse Overflow Safe Arithmetic
Implementations
- Implementation:Avhz RustQuant GradientDescent optimize
- Implementation:Google deepmind Mujoco MJX Inverse
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:Risingwavelabs Risingwave Graph Algorithms
- Implementation:Ggml org Llama cpp Mtmd Tokenize And Encode
- Implementation:Online ml River Tree Viz
- Implementation:Openai Openai python Computer Tool Param
- Implementation:Langfuse Langfuse API Datasets Schema
- Implementation:Online ml River Rust Stats
- Implementation:FlowiseAI Flowise PasteJSONDialog
Heuristics
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
Environments
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Apache Hudi Docker Demo Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment