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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:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Duckdb Duckdb Building From Source
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
Principles
- Principle:Cleanlab Cleanlab Token Label Quality Scoring
- Principle:Tensorflow Serving Retry With Backoff
- Principle:Anthropics Anthropic sdk python Stream Context Manager Setup
- Principle:MaterializeInc Materialize Content Addressed Fingerprinting
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Vllm project Vllm Speculative Engine Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Task Progress Tracking
- Principle:OWASP Www project top 10 for large language model applications Style Guide Conformance
- Principle:OpenHands OpenHands Server Startup
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork deployment
Implementations
- Implementation:Nightwatchjs Nightwatch CreateClient And LaunchBrowser
- Implementation:Infiniflow Ragflow Build Chunks
- Implementation:Googleapis Python genai Tokens
- Implementation:FlagOpen FlagEmbedding LLM Reranker Instruction Data
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
- Implementation:Deepset ai Haystack SASEvaluator
- Implementation:OpenGVLab InternVL QLLaMA Model
- Implementation:Openai Openai node ChatCompletionParser
- Implementation:Duckdb Duckdb Duckdb Extension Load
- Implementation:Neuml Txtai TokenDetection
Heuristics
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
Environments
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Datahub project Datahub Java Build
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Huggingface Transformers Flash Attention 2 Env