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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:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Vllm project Vllm Multi LoRA Serving
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Image preprocessing and latent encoding
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:FlowiseAI Flowise Chatbot Appearance Customization
- Principle:Eventual Inc Daft Data Materialization
- Principle:NVIDIA NeMo Aligner CAI Dataset Generation
- Principle:Unstructured IO Unstructured Document Partitioning
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Liu00222 Open Prompt Injection Defense Preparation
- Principle:Promptfoo Promptfoo Data Migration
- Principle:Langgenius Dify Volume Initialization
Implementations
- Implementation:Danijar Dreamerv3 Make Env
- Implementation:Ggml org Ggml Ggml backend sched new
- Implementation:Mlc ai Web llm Package Lock
- Implementation:Ggml org Llama cpp Chat Generation Loop
- Implementation:Pyro ppl Pyro AutoNormal Guide
- Implementation:Online ml River Datasets Restaurants
- Implementation:Bitsandbytes foundation Bitsandbytes BitsAndBytesConfig 8bit
- Implementation:Farama Foundation Gymnasium InvertedPendulumEnv V5
- Implementation:PrefectHQ Prefect Hello World Example
- Implementation:EvolvingLMMs Lab Lmms eval Register Metric
Heuristics
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
Environments
- Environment:Volcengine Verl Python Core Dependencies
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Openai Evals Python Runtime
- Environment:Openai Openai node WebSocket Dependency
- Environment:Huggingface Diffusers Training Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment