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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:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
Principles
- Principle:Langgenius Dify Retrieval Testing
- Principle:Promptfoo Promptfoo Redteam Report Generation
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:Liu00222 Open Prompt Injection Defense Preparation
- Principle:Cypress io Cypress System Test Validation
- Principle:Ggml org Llama cpp Input Provenance Tracking
- Principle:Deepspeedai DeepSpeed Mesh Device Configuration
- Principle:Obss Sahi Prediction Merging
- Principle:Lm sys FastChat LoRA Adapter Saving
Implementations
- Implementation:Scikit learn Scikit learn IterativeImputer
- Implementation:LaurentMazare Tch rs Adam Build
- Implementation:NVIDIA TransformerEngine Custom GEMM
- Implementation:Mage ai Mage ai Google Sheets Transform
- Implementation:Marker Inc Korea AutoRAG Raw And Corpus Schema
- Implementation:Ggml org Llama cpp Regex Partial
- Implementation:Ggml org Ggml Opencl backend api
- Implementation:Microsoft Autogen GraphFlow Init
- Implementation:Anthropics Anthropic sdk python Provider Dependency Install
- Implementation:MarketSquare Robotframework browser Getters Grpc Handlers
Heuristics
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
Environments
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:FlagOpen FlagEmbedding Finetuning Environment