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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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|---|---|---|
| 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:Truera Trulens RAG With Guardrails
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:MaterializeInc Materialize Registry Cache Lookup
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Openai Whisper Median Filtering
- Principle:Deepset ai Haystack Document Writing
- Principle:Mlflow Mlflow Metric Logging
- Principle:NVIDIA NeMo Curator Image Deduplication
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:DistrictDataLabs Yellowbrick Dataset Management
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Neuml Txtai Agent Configuration
Implementations
- Implementation:Cohere ai Cohere python V2Client Rerank
- Implementation:ArroyoSystems Arroyo Rest Router
- Implementation:Evidentlyai Evidently Legacy Sentiment Feature
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:Alibaba MNN RapidJSON Pointer
- Implementation:Ollama Ollama Serve
- Implementation:Microsoft Agent framework Durable Agent Entity State Schema
- Implementation:Langchain ai Langchain PerplexityRetriever
- Implementation:Datajuicer Data juicer DatasetBuilder Load Dataset
- Implementation:Ollama Ollama Imagegen ZImage
Heuristics
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Getgauge Taiko Network Interception Gotchas
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Datahub project Datahub Spark Lineage Environment