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1,118
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:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Neuml Txtai API Deployment
Principles
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:Pola rs Polars Query Plan Inspection
- Principle:OpenRLHF OpenRLHF PPO Value Loss
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Microsoft Semantic kernel Prompt With Function Calling
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Huggingface Datatrove Dataset Card Generation
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Scikit learn Scikit learn KFold Splitting
Implementations
- Implementation:Speechbrain Speechbrain Prepare Voicebank MTL
- Implementation:NVIDIA TransformerEngine CPU Offload V1
- Implementation:Bentoml BentoML Deployment Create
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:Haifengl Smile Chromosome
- Implementation:Ggml org Llama cpp Convert PT To HF
- Implementation:ArroyoSystems Arroyo Pyarrow Conversion
- Implementation:Ggml org Llama cpp Parallel Decoding
- Implementation:Duckdb Duckdb Generate Serialization
- Implementation:Microsoft Autogen Studio Run View
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Allenai Open instruct Ray Distributed
- Environment:HKUDS AI Trader Browser Runtime
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Bentoml BentoML BentoCloud Credentials