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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:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Apache Druid SQL Query Execution
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Groq Groq python Text Embedding
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Apache Druid Streaming Ingestion Management
Principles
- Principle:Cypress io Cypress Cloud Telemetry Recording
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:Pytorch Serve Non PyTorch Model Serving
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Openclaw Openclaw Diagnostic Repair
- Principle:Ggml org Llama cpp Sampler Chain Configuration
- Principle:Apache Flink Element Conversion
- Principle:Intel Ipex llm Document Chunking
- Principle:Deepset ai Haystack Document Writing
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
Implementations
- Implementation:Infiniflow Ragflow KnowledgebaseService Create With Name
- Implementation:Datajuicer Data juicer RemoveTableTextMapper
- Implementation:Huggingface Transformers Create Dummy Models
- Implementation:Vespa engine Vespa JDisc Core ABI Spec
- Implementation:Facebookresearch Audiocraft MusicGen set generation params
- Implementation:Openai Openai node Images Resource
- Implementation:Arize ai Phoenix Evaluation DataFrame Schema
- Implementation:Mage ai Mage ai Update Catalog Dict
- Implementation:Open compass VLMEvalKit ChartMimic Grid Evaluator
- Implementation:Turboderp org Exllamav2 ExLlamaV2Lora From Directory
Heuristics
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
Environments
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Vllm project Vllm GitHub
- Environment:Apache Flink Java Build Environment
- Environment:Microsoft LoRA NLG Eval External Tools