MLOps MENA CommunityFree MLOps and AI learning for engineers across the Middle East and North Africa.tag:mlopsmena.com,2026:feed:ar2026-10-08T00:00:00ZAutoGentag:mlopsmena.com,2026:guide:autogen2026-10-08T00:00:00ZBuild multi-agent conversations and event-driven agent systems with Microsoft AutoGen. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Claude Agent SDKtag:mlopsmena.com,2026:guide:claude-agent-sdk2026-10-08T00:00:00ZBuild autonomous agents on the same harness that powers Claude Code: tools, permissions, subagents and MCP. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.CrewAItag:mlopsmena.com,2026:guide:crewai2026-10-08T00:00:00ZOrchestrate role-based teams of AI agents that plan, delegate and collaborate on tasks. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.DSPytag:mlopsmena.com,2026:guide:dspy2026-10-08T00:00:00ZProgram LLMs instead of prompting them, and let optimisers tune prompts and weights for you. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Feasttag:mlopsmena.com,2026:guide:feast2026-10-08T00:00:00ZServe consistent features for training and inference with the Feast feature store. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Google ADKtag:mlopsmena.com,2026:guide:google-adk2026-10-08T00:00:00ZBuild, evaluate and deploy multi-agent systems with Google’s Agent Development Kit. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.OpenAI Agents SDKtag:mlopsmena.com,2026:guide:openai-agents-sdk2026-10-08T00:00:00ZBuild agents with tools, handoffs, guardrails and tracing on OpenAI’s lightweight agent SDK. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Semantic Kerneltag:mlopsmena.com,2026:guide:semantic-kernel2026-10-08T00:00:00ZIntegrate LLMs, plugins and agents into C#, Python and Java applications with Microsoft Semantic Kernel. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.BentoMLtag:mlopsmena.com,2026:guide:bentoml2026-10-04T00:00:00ZPackage and serve models as production APIs with BentoML. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Delta Laketag:mlopsmena.com,2026:guide:delta-lake2026-10-04T00:00:00ZAdd ACID transactions, time travel and schema enforcement to data lakes with Delta Lake. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Seldon Coretag:mlopsmena.com,2026:guide:seldon-core2026-10-04T00:00:00ZDeploy, scale and monitor models on Kubernetes with Seldon Core. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Azure OpenAItag:mlopsmena.com,2026:guide:azure-openai2026-10-03T00:00:00ZRun OpenAI models in Azure: deployments, quotas, private networking and enterprise controls. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Haystacktag:mlopsmena.com,2026:guide:haystack2026-10-03T00:00:00ZBuild production RAG and search pipelines from modular, testable components. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.LangChaintag:mlopsmena.com,2026:guide:langchain2026-10-03T00:00:00ZBuild LLM applications from composable models, prompts, retrievers and tools. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.LangGraphtag:mlopsmena.com,2026:guide:langgraph2026-10-03T00:00:00ZBuild stateful, controllable agents as graphs, with memory, human-in-the-loop and durable execution. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.LlamaIndextag:mlopsmena.com,2026:guide:llamaindex2026-10-03T00:00:00ZConnect LLMs to your own data: ingestion, indexing, retrieval and agentic RAG. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Model Context Protocol (MCP)tag:mlopsmena.com,2026:guide:mcp2026-10-03T00:00:00ZConnect LLM applications to tools and data through the open Model Context Protocol: build servers and clients. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Pydantic AItag:mlopsmena.com,2026:guide:pydantic-ai2026-10-03T00:00:00ZBuild type-safe agents and structured-output LLM apps in Python with Pydantic AI. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.smolagentstag:mlopsmena.com,2026:guide:smolagents2026-10-03T00:00:00ZBuild lightweight code-writing agents with Hugging Face smolagents. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Axolotltag:mlopsmena.com,2026:guide:axolotl2026-10-02T00:00:00ZFine-tune LLMs from a single YAML config with Axolotl: SFT, LoRA, multi-GPU and more. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Chromatag:mlopsmena.com,2026:guide:chroma2026-10-02T00:00:00ZAdd embeddings search to your app in minutes with the open-source Chroma database. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.DeepSpeedtag:mlopsmena.com,2026:guide:deepspeed2026-10-02T00:00:00ZTrain and serve large models across many GPUs with DeepSpeed’s ZeRO and parallelism. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.FAISStag:mlopsmena.com,2026:guide:faiss2026-10-02T00:00:00ZBuild fast similarity-search indexes in-process with Meta’s FAISS library. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Milvustag:mlopsmena.com,2026:guide:milvus2026-10-02T00:00:00ZRun billion-scale vector search with the cloud-native Milvus database. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.PEFT & TRLtag:mlopsmena.com,2026:guide:peft-trl2026-10-02T00:00:00ZFine-tune LLMs efficiently with LoRA/QLoRA (PEFT) and align them with SFT, DPO and RLHF (TRL). Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.pgvectortag:mlopsmena.com,2026:guide:pgvector2026-10-02T00:00:00ZStore and query embeddings inside PostgreSQL with the pgvector extension. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Pineconetag:mlopsmena.com,2026:guide:pinecone2026-10-02T00:00:00ZStore and search embeddings at scale with Pinecone’s managed vector database. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.PyTorch Lightningtag:mlopsmena.com,2026:guide:pytorch-lightning2026-10-02T00:00:00ZOrganise PyTorch training code and scale it across GPUs and nodes with Lightning. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Qdranttag:mlopsmena.com,2026:guide:qdrant2026-10-02T00:00:00ZRun fast, filterable vector search with the open-source Qdrant engine. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Ray Servetag:mlopsmena.com,2026:guide:ray-serve2026-10-02T00:00:00ZServe models and composed inference pipelines at scale with Ray Serve. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Text Generation Inferencetag:mlopsmena.com,2026:guide:tgi2026-10-02T00:00:00ZServe open LLMs in production with Hugging Face Text Generation Inference. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Triton Inference Servertag:mlopsmena.com,2026:guide:triton2026-10-02T00:00:00ZServe models from any framework on GPUs and CPUs with NVIDIA Triton. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Unslothtag:mlopsmena.com,2026:guide:unsloth2026-10-02T00:00:00ZFine-tune open LLMs faster and with less GPU memory using Unsloth. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.vLLMtag:mlopsmena.com,2026:guide:vllm2026-10-02T00:00:00ZServe LLMs with high throughput using vLLM’s PagedAttention and OpenAI-compatible server. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Weaviatetag:mlopsmena.com,2026:guide:weaviate2026-10-02T00:00:00ZRun hybrid vector and keyword search with the open-source Weaviate database. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Alibi Detecttag:mlopsmena.com,2026:guide:alibi-detect2026-10-01T00:00:00ZDetect outliers, adversarial inputs and drift with Alibi Detect. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Ansibletag:mlopsmena.com,2026:guide:ansible2026-10-01T00:00:00ZAutomate server configuration and deployments with Ansible playbooks. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Argo CDtag:mlopsmena.com,2026:guide:argo-cd2026-10-01T00:00:00ZDeploy to Kubernetes the GitOps way with Argo CD. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Arize Phoenixtag:mlopsmena.com,2026:guide:arize-phoenix2026-10-01T00:00:00ZTrace and evaluate LLM apps with the open-source Arize Phoenix, built on OpenTelemetry. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Azure Machine Learningtag:mlopsmena.com,2026:guide:azure-ml2026-10-01T00:00:00ZBuild, train and deploy models on Azure with Azure Machine Learning. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Comettag:mlopsmena.com,2026:guide:comet2026-10-01T00:00:00ZTrack, compare and register models with Comet’s ML platform. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Dagstertag:mlopsmena.com,2026:guide:dagster2026-10-01T00:00:00ZBuild asset-based data and ML pipelines with Dagster. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Databrickstag:mlopsmena.com,2026:guide:databricks2026-10-01T00:00:00ZRun data engineering, ML and GenAI on the Databricks lakehouse platform. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.DeepEvaltag:mlopsmena.com,2026:guide:deepeval2026-10-01T00:00:00ZUnit-test LLM apps with DeepEval’s metrics, test cases and CI integration. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.ELK Stacktag:mlopsmena.com,2026:guide:elk-stack2026-10-01T00:00:00ZSearch and analyse logs with Elasticsearch, Logstash and Kibana. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.FastAPI for MLtag:mlopsmena.com,2026:guide:fastapi2026-10-01T00:00:00ZWrap ML models in fast, typed, well-documented APIs with FastAPI. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Fluxtag:mlopsmena.com,2026:guide:flux2026-10-01T00:00:00ZKeep Kubernetes clusters in sync with Git using Flux. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.GitLab CI/CDtag:mlopsmena.com,2026:guide:gitlab-ci2026-10-01T00:00:00ZBuild, test and deploy with GitLab CI/CD pipelines. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Grafanatag:mlopsmena.com,2026:guide:grafana2026-10-01T00:00:00ZVisualise metrics, logs and traces in Grafana dashboards and alerts. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.Great Expectationstag:mlopsmena.com,2026:guide:great-expectations2026-10-01T00:00:00ZValidate and document data quality with Great Expectations. Taught at three levels — Beginner, Mid-level and Senior — each with an in-depth guide, interview prep, and practical tips.