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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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Browse by Category
| 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:Groq Groq python Batch Processing
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
Principles
- Principle:Scikit learn Scikit learn Baseline Models
- Principle:Google deepmind Mujoco Parallel Constraint Solving
- Principle:Langgenius Dify ReactLifecycleManagement
- Principle:BerriAI Litellm Message Redaction
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:Google deepmind Dm control Soccer Visualization
- Principle:Guardrails ai Guardrails Stream Invocation
- Principle:Obss Sahi Image Slicing
- Principle:TobikoData Sqlmesh Web UI
- Principle:Zai org CogVideo Parallel Video Generation
Implementations
- Implementation:Google deepmind Dm control Multiplayer Tracking Camera
- Implementation:Deepspeedai DeepSpeed Memory Access Utils
- Implementation:Hpcaitech ColossalAI LoRA Finetune Script
- Implementation:OpenGVLab InternVL LLaVA LLaMA Model
- Implementation:MarketSquare Robotframework browser Strict Mode Keywords
- Implementation:SeleniumHQ Selenium Closure Dom Forms
- Implementation:Datajuicer Data juicer MetaTagsAggregator
- Implementation:Datahub project Datahub HasGlossaryTerms Mixin
- Implementation:Tensorflow Tfjs Models Test
- Implementation:Pola rs Polars Collect Streaming Engine
Heuristics
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Openai Evals Optional Provider APIs
- Environment:Lance format Lance Python Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Kserve Kserve Istio Service Mesh