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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:Roboflow Rf detr Roboflow Deployment
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Lance format Lance Full Text Search
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
Principles
- Principle:InternLM Lmdeploy Calibration Dataset Preparation
- Principle:Mit han lab Llm awq AWQ HuggingFace Export
- Principle:Google deepmind Mujoco GLFW Window Management
- Principle:Facebookresearch Audiocraft Diffusion UNet Architecture
- Principle:DevExpress Testcafe Page Object Model
- Principle:Apache Paimon Split Based Reading
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:Volcengine Verl GRPO Advantage Estimation
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Webdriverio Webdriverio Custom Reporter Development
Implementations
- Implementation:Speechbrain Speechbrain Train LMAC
- Implementation:Arize ai Phoenix Create Evaluator Decorator
- Implementation:Ggml org Llama cpp Conversion Pip Dependencies
- Implementation:Open compass VLMEvalKit MATBench
- Implementation:Google deepmind Mujoco MJWarp Render
- Implementation:Mlfoundations Open flamingo Tokenizer with special tokens
- Implementation:Liu00222 Open Prompt Injection PromptLocate locate and recover
- Implementation:Apache Paimon ConfigOption
- Implementation:Datahub project Datahub Filter Tag Indexes
- Implementation:PacktPublishing LLM Engineers Handbook Save Pretrained Merged
Heuristics
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Iterative Dvc Python Runtime
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Sgl project Sglang CPU Runtime
- Environment:Ollama Ollama GPU Runtime
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment