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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:Togethercomputer Together python Chat Completion
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Googleapis Python genai Context Caching
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Ucbepic Docetl Pipeline Optimization
Principles
- Principle:OWASP Www project top 10 for large language model applications Dependency Hash Pinning Verification
- Principle:Facebookresearch Audiocraft Training Checkpoint Management
- Principle:BerriAI Litellm Callback Registration
- Principle:Sdv dev SDV PAR Synthesis
- Principle:Eventual Inc Daft Data Display
- Principle:Datahub project Datahub CLI Installation For Docker
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Tensorflow Tfjs Weight Constraints
- Principle:Roboflow Rf detr Detection Visualization
- Principle:Ray project Ray Distributed Task Submission
Implementations
- Implementation:Pyro ppl Pyro TraceGraph ELBO
- Implementation:Sktime Pytorch forecasting Embedding Cat Variables
- Implementation:Webdriverio Webdriverio InsightsHandler Class
- Implementation:NVIDIA DALI CUDAStreamPool
- Implementation:Triton inference server Server L0 Sequence Batcher Test
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Forward
- Implementation:Protectai Llm guard Output FactualConsistency
- Implementation:Ggml org Ggml Vulkan backend
- Implementation:Ollama Ollama Imagegen Gemma3
- Implementation:Online ml River Metrics Jaccard
Heuristics
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Lance format Lance Cloud Storage Credentials