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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:Ggml org Llama cpp Model Quantization
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
Principles
- Principle:Mlfoundations Open flamingo Vision Conditioned Text Generation
- Principle:Tensorflow Tfjs Activation Functions
- Principle:Apache Airflow DAG File Discovery
- Principle:Ggml org Llama cpp Performance
- Principle:FMInference FlexLLMGen Distributed Pipeline Parallel Inference
- Principle:EvolvingLMMs Lab Lmms eval Parallel Inference
- Principle:PeterL1n BackgroundMattingV2 Dataset composition
- Principle:OpenBMB UltraFeedback Model Sampling
- Principle:Groq Groq python Binary Response Handling
- Principle:Pyro ppl Pyro JIT Compilation
Implementations
- Implementation:Mlc ai Mlc llm MLCEngineBase Init
- Implementation:MarketSquare Robotframework browser Go To Click Fill Text
- Implementation:Ucbepic Docetl JoinOptimizer
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFaceProcessor Run
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Consumer
- Implementation:Apache Druid Query Context Completions
- Implementation:Duckdb Duckdb PCG Random
- Implementation:Mistralai Client python GCP Models Init
- Implementation:Anthropics Anthropic sdk python Thinking Stream Events
- Implementation:Pytorch Serve Inferentia2 OPT Handler
Heuristics
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
Environments
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Apache Druid Web Console Development
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:FMInference FlexLLMGen CUDA GPU