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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 Cross Browser Automation
- Workflow:Huggingface Trl GRPO Training
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Infiniflow Ragflow Chat Application Setup
Principles
- Principle:Online ml River Streaming Signal Processing
- Principle:Trailofbits Fickling File Corruption Detection
- Principle:Microsoft Playwright Capture Trace Data
- Principle:FMInference FlexLLMGen Offloaded Model Loading
- Principle:Zai org CogVideo Memory Optimization
- Principle:Ggml org Llama cpp Jinja Template Engine
- Principle:Sdv dev SDV DayZ Multi Table Parameter Detection
- Principle:Fastai Fastbook Neural Collaborative Filtering
- Principle:Microsoft LoRA NLG Environment Setup
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
Implementations
- Implementation:Langgenius Dify Doc Paths Types
- Implementation:Evidentlyai Evidently Recsys Preset
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Inferencer
- Implementation:SeleniumHQ Selenium PrintOptions
- Implementation:Scikit learn Scikit learn Make Scorer
- Implementation:Promptfoo Promptfoo Config Schema
- Implementation:Lucidrains X transformers XTransformer Forward
- Implementation:Kornia Kornia Geman Mcclure Loss
- Implementation:Deepspeedai DeepSpeed IO Handle Interface
- Implementation:Haifengl Smile Decomposition Solvers
Heuristics
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
Environments
- Environment:Apache Flink Node Build Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Datahub project Datahub Python Ingestion
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration