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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:Openai Openai node Audio Processing
- Workflow:Openai Openai node Function Calling
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Groq Groq python Text Embedding
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Apache Spark Release Process
- Workflow:Haifengl Smile SQL Analytics Pipeline
Principles
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:Duckdb Duckdb TLS Cryptography
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:Pyro ppl Pyro Hamiltonian Monte Carlo
- Principle:Protectai Llm guard Topic Filtering
- Principle:Groq Groq python SDK Type Guards and Data Preparation
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:DistrictDataLabs Yellowbrick Precision Recall Analysis
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Vllm project Vllm LoRA Adapter Preparation
Implementations
- Implementation:DevExpress Testcafe TestingUnit
- Implementation:Langgenius Dify Contract Router
- Implementation:Vllm project Vllm Chat Template Application
- Implementation:Tensorflow Serving Saved Model Bundle Factory Test
- Implementation:Pyro ppl Pyro Funsor HMM
- Implementation:SeleniumHQ Selenium HasVirtualAuthenticator
- Implementation:Online ml River Anomaly GaussianScorer
- Implementation:Openai Openai python Shared Params Chat Model
- Implementation:CARLA simulator Carla Road
- Implementation:Neuml Txtai AutoId
Heuristics
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
Environments
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Langgenius Dify Python Backend Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Roboflow Rf detr Python GPU Environment