15 Frameworks For Mastering Machine Learning
This article is a guide for anyone interested in using machine learning frameworks in their organization.
DevOps Engineer Mengerti GCP, Kubernetes, CI/CD Masalah mengenai CI/CD, akan dijelaskan lebih lanjut di meeting. Preferably Indonesian speaker
...Engineering: - Design and manage cloud infrastructure (GCP preferred / AWS / Azure) using Terraform - Build and manage Kubernetes clusters (GKE/EKS/AKS) with multi-tenancy - Implement auto-scaling (HPA/VPA) and optimize resource usage - Ensure high availability, disaster recovery, and backup strategies CI/CD & Release Engineering: - Design and maintain CI/CD pipelines (GitHub Actions, GitLab CI, Jenkins, ArgoCD) - Implement GitOps workflows for automated deployments - Enable zero-downtime deployments (blue-green, canary) - Automate database migrations, rollbacks, and environment setup --- Required Skills: - Strong experience with GCP (preferred), AWS or Azure - Kubernetes & Docker containerization - Terraform / Infrastructure as Code - CI/CD pipeline design a...
...GraphQL APIs • Real-time socket infrastructure • Ride matching engine • Geolocation services • Route optimization • Notification systems • Admin authentication layers • Payment reconciliation systems • Audit logging • Data encryption and GDPR-aligned compliance Preferred stack examples: • Node.js / Go / Python • PostgreSQL + Redis • Kafka/RabbitMQ (optional) • Firebase/AWS/GCP integrations • Kubernetes/containerized deployment ________________________________________ Core Functional Requirements Real-Time Tracking • Continuous live GPS updates • Accuracy target: ±10 meters • Driver/passenger live visibility • Route deviation detection • ETA recalculation engine _________________...
...Responsive enterprise UI ### Backend * FastAPI * REST APIs * Authentication & Authorization * RBAC implementation * Async API handling * Database integrations ### Database * PostgreSQL / relational database experience * Database schema understanding * Data mapping for dashboards * Query optimization * User and access management ### DevOps & Deployment * Dockerization of services and AI agents * Kubernetes deployment knowledge * Huawei Cloud deployment experience preferred * CI/CD understanding * Environment configuration management ### Integrations * WhatsApp integrations (Twilio preferred) * Email notification workflows * API integrations * Logging and monitoring integrations ## Responsibilities * Analyze and understand existing codebase * Refactor and improve ...
...Responsive enterprise UI ### Backend * FastAPI * REST APIs * Authentication & Authorization * RBAC implementation * Async API handling * Database integrations ### Database * PostgreSQL / relational database experience * Database schema understanding * Data mapping for dashboards * Query optimization * User and access management ### DevOps & Deployment * Dockerization of services and AI agents * Kubernetes deployment knowledge * Huawei Cloud deployment experience preferred * CI/CD understanding * Environment configuration management ### Integrations * WhatsApp integrations (Twilio preferred) * Email notification workflows * API integrations * Logging and monitoring integrations ## Responsibilities * Analyze and understand existing codebase * Refactor and improve ...
...scalable production environment and need an experienced hand to make it happen. The code is finished and sitting in Git; what I’m missing is the full deployment pipeline—server build-out, environment configuration, domain set-up, SSL, and a rock-solid hand-over document. You’re free to recommend the best stack for the job. I’ve not yet locked myself into AWS, Google Cloud, or Azure, so if Docker, Kubernetes, Nginx, or a lightweight VM makes more sense, let’s discuss it. What matters to me is a clean, reproducible deployment that I can maintain after the engagement ends. Deliverables I expect: • A live production instance, reachable via my domain and secured with HTTPS • Source-controlled deployment scripts or Dockerfiles so I can recr...
...jobs (memory, partitioning, performance tuning) - Work with Databricks for job orchestration and data workflows - Containerize and deploy applications using Docker & Kubernetes - Ensure code quality with testing and CI/CD pipelines - Collaborate with data science and product teams --- Must Have Skills: - Python (3.9+), Pandas, NumPy, Scikit-learn, SciPy - Strong PySpark & Spark Internals (OOM handling, tuning, optimization) - Databricks (clusters, workflows, Delta Lake) - Causal Inference: A/B Testing, DID, Hypothesis Testing - API Development (FastAPI or similar) - Azure Cloud (Data Lake, ML services) - Docker & Kubernetes - Testing with PyTest --- Good to Have: - Celery / Redis - Polars, PyArrow, SQLAlchemy - Econometrics / experimental design - CI/CD t...
...benchmarking, architecture analysis, and technical due diligence projects. We are open to source code from GitHub, private repositories, internal servers, or ZIP archives. Preferred requirements include: 50K+ LOC with production-like architecture Backend, frontend, database, and infrastructure components Enterprise workflows beyond basic CRUD Tech stacks like Java, .NET, Python, Node.js, React, Docker, Kubernetes, etc. SDLC artifacts such as Jira tickets, PRD/BRD, API docs, architecture diagrams, deployment guides, and test artifacts If your team has suitable repositories or archived enterprise projects, please share: Tech stack Approximate LOC/module count Available SDLC/operational artifacts Sample screenshots/details if available We are actively onboarding multiple projects,...
...APIs * Email systems * Logistics providers * Google Sheets * CRM systems * ERP systems * Internal admin tools --- # Preferred Technical Stack ## Frontend * * React.js * Tailwind CSS ## Backend * Python * Flask * GraphQL APIs ## Databases * PostgreSQL * MongoDB * Redis ## AI/ML * OpenAI APIs * LangChain * TensorFlow * PyTorch ## Infrastructure * AWS / GCP / Azure * Docker * Kubernetes ## Automation Layer * n8n * Webhooks * Queue systems * Event-driven workflows --- # Ideal Freelancer Requirements The ideal freelancer/team should have strong experience with: * Python & Flask * Ecommerce SaaS systems * Marketplace APIs * Amazon SP-API * Shopify APIs * Flipkart APIs * Workflow automation * n8n * AI integrations * Large-scale backend systems * Multi-tenant SaaS ...
Enterprise Asset Disposal & Auction Portal — MERN Stack + SAP Integration We are seeking a qualified development agency to build a custom 6-month enterprise web application for asset disposal and auction management at a large downstream petroleum distribution company. Core Stack: React (TypeScript), Node.js/Express, MongoDB, Azure/AWS private cloud, Kubernetes, SAP S/4HANA integration via SAP Integration Suite. Key Modules: Workflow automation, asset inventory & valuation, employee applications, document generation, AD authentication, full audit logging. Requirements: 7-person dedicated team (PM, Tech Lead, 2 Full-Stack Devs, SAP Integration Specialist, UX/UI Designer, QA Engineer, DevOps Engineer). Agile/Scrum delivery. Enterprise security (OWASP, ISO 27001, CIS harde...
...TypeScript, Node, React, Vite, Express, Drizzle, SQLite/Postgres Multi-tenant SaaS architecture — auth (OAuth/JWT), user namespacing, row-level access control, SQLite → Postgres migration Payments and metering — Stripe (or adult-friendly equivalents like CCBill, Segpay, Epoch), subscription webhooks, credit systems, per-feature usage metering GPU infrastructure / ML ops — RunPod, Modal, Replicate, or Kubernetes + bare-metal GPU; queueing, autoscaling, cold-start handling, retry/backoff ComfyUI — workflow JSON editing by node ID, custom node management, model file management, VACE for face swap Media storage and delivery — S3 / R2, CDN (CloudFront / ), signed URLs, retention policies FFmpeg / video pipeline — trim, transcode, HLS/DASH, thum...
...proper unit and integration testing * Collaborate with teams and contribute to design and architecture decisions --- ### **Required Skills** * Strong experience in C# and .NET (modern + legacy) * Hands-on experience with API design (REST, gRPC, OpenAPI) * Experience with debugging production issues and performance tuning * Experience working with both Windows (IIS, Services) and Linux (Docker, Kubernetes) * Strong understanding of system design, scalability, and reliability * Experience in modernization projects and legacy system handling --- ### **Good to Have** * Event-driven architecture (Kafka, RabbitMQ, Azure Service Bus) * Cloud experience (Azure / AWS) * Infrastructure as Code (Terraform, ARM, Bicep) * Experience operating large-scale production systems --- ### **I...
I need a seasoned Kubernetes / DevOps engineer to take the open-source RADAR-base stack from its GitHub repo and stand it up on my dedicated server running K3s. This will be a clean, standalone deployment—no external databases or monitoring services to plug in—so you’re free to design the namespace, storage classes, and networking exactly as RADAR-base expects. Here’s what I’m after: • A fully operational RADAR-base cluster (Docker images pulled, Helm charts applied or custom manifests written as needed) that can ingest data from wearables out of the box. • Sensible defaults for persistence, backups, logging, and HTTPS termination. • A short run-book covering how to add new projects, update images, and scale components. Success is ...
...AI benchmarking, architecture analysis, and technical due diligence projects. We are open to source code from GitHub, Bitbucket, GitLab, private repositories . Preferred requirements include: 50K+ LOC with production-like architecture Backend, frontend, database, and infrastructure components Enterprise workflows beyond basic CRUD Tech stacks like Java, .NET, Python, Node.js, React, Docker, Kubernetes, etc. SDLC artifacts such as Jira tickets, PRD/BRD, API docs, architecture diagrams, deployment guides, and test artifacts If your team has suitable repositories or archived enterprise projects, please share: Tech stack Approximate LOC/module count Available SDLC/operational artifacts Sample screenshots/details if available If your codebase is hosted on GitHub, Bitbucket, or GitLa...
*Senior FullStack Blockchain developer 5-9 years* Experience Required - 5+ Years Budget - 45K-50k PM Timezone - IST Remote - Full-stack blockchain resource for a new blockchain-based tech p...Development (Python - Django/FastAPI) 6 API Development (REST / GraphQL) 7 Frontend Development (React / ) 8 Database Management (SQL / NoSQL) 9 Consumer-facing Platforms (Trading / Marketplace / Fintech) 10 AI Coding Tools (GitHub Copilot, ChatGPT, Cursor, etc.) 11 System Design & Architecture 12 Cloud Platforms (AWS / GCP / Azure) 13 DevOps (CI/CD, Docker, Kubernetes) 14 Security Best Practices (Blockchain + Web Apps) 15 Performance Optimisation & Scalability 16 Version Control (Git workflows) [Removed by Admin for Offsiting] Only India...
...payout: ₹50,000 Long-term opportunity for the right candidate Preferred Skills: Gen AI / AI application support Python & FastAPI REST APIs & Backend Development Cloud Platforms (GCP preferred) Docker / Kubernetes CI/CD pipelines SaaS & Microservices knowledge Candidate Profile: Looking for someone with strong backend and cloud experience who can assist in development, issue fixing, deployments, and technical guidance during client working hours. Important Technologies: Python FastAPI / Django Google Cloud Platform (Cloud Run, Firestore, Pub/Sub, IAM) GitHub Actions Docker & Kubernetes Multi-tenant SaaS Architecture Work Type: Freelance / Part-time Immediate requirement...
...payout: ₹50,000 Long-term opportunity for the right candidate Preferred Skills: Gen AI / AI application support Python & FastAPI REST APIs & Backend Development Cloud Platforms (GCP preferred) Docker / Kubernetes CI/CD pipelines SaaS & Microservices knowledge Candidate Profile: Looking for someone with strong backend and cloud experience who can assist in development, issue fixing, deployments, and technical guidance during client working hours. Important Technologies: Python FastAPI / Django Google Cloud Platform (Cloud Run, Firestore, Pub/Sub, IAM) GitHub Actions Docker & Kubernetes Multi-tenant SaaS Architecture Work Type: Freelance / Part-time Immediate requirement...
...benchmarking, architecture analysis, and technical due diligence projects. We are open to source code from GitHub, private repositories, internal servers, or ZIP archives. Preferred requirements include: 50K+ LOC with production-like architecture Backend, frontend, database, and infrastructure components Enterprise workflows beyond basic CRUD Tech stacks like Java, .NET, Python, Node.js, React, Docker, Kubernetes, etc. SDLC artifacts such as Jira tickets, PRD/BRD, API docs, architecture diagrams, deployment guides, and test artifacts If your team has suitable repositories or archived enterprise projects, please share: Tech stack Approximate LOC/module count Available SDLC/operational artifacts Sample screenshots/details if available We are actively onboarding multiple projects,...
...Knowledge of microservices, Kubernetes, APIs, and modern cloud platforms Experience with GenAI/LLMs and AI agent frameworks Familiarity with academic research standards and citation formats Ability to create technical diagrams and architecture illustrations Deliverables Complete IEEE-format research paper/article Abstract, keywords, methodology, results, conclusion Diagrams/charts if applicable Proper references and bibliography Editable source files (Word or LaTeX) Preferred Topics (Examples) Agentic AI Framework for Autonomous Cloud Operations GenAI-powered Microservices Orchestration AI Agents for Cloud Cost Optimization Secure Multi-Agent Systems in Distributed Cloud Environments Event-Driven Microservices with Generative AI Integration Intelligent Observability in Kuberne...
...Gaya penulisan jelas, to the point, dan bebas jargon berlebihan. • Riset akurat disertai contoh kode, diagram sederhana, atau studi kasus bila relevan. • Struktur SEO dasar: judul, sub-heading, meta description, dan penggunaan kata kunci alami. • Referensi resmi (dokumentasi vendor, standard body, atau publikasi akademik) dicantumkan di akhir tulisan. Topik contoh meliputi: – Pengantar Kubernetes dan orkestrasi container. – Praktik keamanan API REST. – Panduan penerapan CI/CD menggunakan GitHub Actions. – Perbandingan alat observability open-source. Saya akan meninjau setiap draf, memberikan umpan balik singkat, dan mengharapkan revisi cepat bila diperlukan. Harap lampirkan portofolio tulisan teknis Anda, terutama yang berkai...
...servers, deployments, AWS, GCP and Microsoft Azure - Are comfortable with Docker and CI/CD pipelines - Have worked with monitoring and observability tools (Prometheus + Grafana + Loki + Tempo) - Enjoy automating things and making infrastructure more reliable - Are always looking to expand your DevOps skill set - Bonus: Experience with PHP, Laravel, MySQL, Microservices, RabbitMQ, Kong, Keycloak, Kubernetes We genuinely invest in the people we work with. You will have a clear scope of work, consistent feedback, and real opportunities to grow your skills on interesting and varied projects. This is a ongoing freelance position, meaning ongoing and stable work, and a real long-term relationship, not just another short project. Engagement details - Type: Long term ongoing project ...
...ingestion, training, and deployment, • generate audit-ready logs for internal and external regulators, • surface real-time risk metrics on model drift, bias, and performance. I already have high-level requirements, user stories, and sample policy text; what is missing is the architecture, codebase, and an iterative delivery plan. Expect to work with common stacks for ML ops (Python, Docker, Kubernetes, PostgreSQL or similar) and to weave in explainability libraries such as SHAP or LIME where useful. A lightweight UI in React or Vue is welcome if it speeds adoption, but a clean API façade that can plug into existing dashboards is equally acceptable. Acceptance criteria: 1. Technical design document approved by me before coding starts. 2. Minimum-viable product d...
...Required Skills -4+ years experience in DevOps / Platform Engineering / SRE / Automation -Strong experience with Python, Bash, or Go -AWS -Terraform (Infrastructure as Code) -CI/CD pipelines -GitHub Actions -Production system support and incident handling -Automation scripting and workflow automation -AI-assisted automation tools / LLM workflows -Linux and Windows environments Nice to Have -Kubernetes -Helm -Security/compliance automation -Experience working with globally distributed teams Responsibilities -Build automation for repetitive operational tasks -Improve CI/CD pipelines and deployment workflows -Reduce manual support and operational overhead -Handle incident triage and troubleshooting -Create reliable automation scripts and workflows -Support production infrastructur...
**Plateforme OpenShift ARO** - Déployer et configurer un cluster Azure Red Hat OpenShift (ARO) hautement disponible sur Microsoft Azure - Mettre en place la segmentation réseau...OpenShift **DevOps / CI/CD (optionnel)** - Mettre en place des pipelines CI/CD GitOps avec Tekton et ArgoCD sur OpenShift - Automatiser les déploiements et la gestion des environnements (dev / test / production) - Implémenter la promotion contrôlée vers la production, le versioning et la traçabilité des livrables **Profil recherché :** - Expérience prouvée sur Azure Red Hat OpenShift (ARO) et Kubernetes - Maîtrise de PostgreSQL managé sur Azure et TimescaleDB - Expérience GitOps (ArgoCD, Tekton) et pipelines CI...
...LOC through: generated code vendor libraries minified assets duplicated files dummy filler classes 2. Technology Stack The implementation may use any enterprise-capable stack, including but not limited to: Backend Java + Spring Boot .NET Core Node.js + NestJS Python + Django/FastAPI Go Ruby on Rails Frontend React Angular Vue Database PostgreSQL MySQL MongoDB Redis Infrastructure Docker Kubernetes manifests CI/CD pipelines Terraform or Infrastructure-as-Code preferred 3. Architecture Expectations The repository must demonstrate strong engineering architecture and separation of concerns. Mandatory Architecture Characteristics Layered or Modular Architecture Examples: Clean Architecture Hexagonal Architecture Domain-Driven Design (DDD) Microservices Modular Monolith Expected Layer...
...Gaya penulisan jelas, to the point, dan bebas jargon berlebihan. • Riset akurat disertai contoh kode, diagram sederhana, atau studi kasus bila relevan. • Struktur SEO dasar: judul, sub-heading, meta description, dan penggunaan kata kunci alami. • Referensi resmi (dokumentasi vendor, standard body, atau publikasi akademik) dicantumkan di akhir tulisan. Topik contoh meliputi: – Pengantar Kubernetes dan orkestrasi container. – Praktik keamanan API REST. – Panduan penerapan CI/CD menggunakan GitHub Actions. – Perbandingan alat observability open-source. Saya akan meninjau setiap draf, memberikan umpan balik singkat, dan mengharapkan revisi cepat bila diperlukan. Harap lampirkan portofolio tulisan teknis Anda, terutama yang berkai...
...optimization Conversational AI Seller assistant Support automation Voice-enabled operations Recommendation AI Cross-selling Upselling Smart bundling Personalized offers Technology Stack Frontend React.js Tailwind CSS Backend Node.js Python Microservices GraphQL APIs Database PostgreSQL MongoDB Redis AI/ML Stack OpenAI APIs TensorFlow PyTorch LangChain Cloud Infrastructure AWS / GCP / Azure Kubernetes Docker Integrations Shopify APIs Amazon SP-API Flipkart Seller APIs ONDC Protocol APIs User Roles Sellers Manage commerce operations. Admins Monitor platform-wide operations. Warehouse Managers Handle fulfillment & inventory. Support Teams Manage customer communication. Finance Teams Track settlements & reporting. Revenue Model SaaS Subscription Starter Growth E...
...content delivery system – Automatic, expiring download links (or streaming where relevant) generated immediately after payment confirmation – File storage solution that protects against unauthorized sharing I’d like responsive front-end code, modern best practices (React, Vue, or comparable), and a back-end that scales (Node.js, Django, Laravel, etc.). Containerised deployment (Docker/Kubernetes) or a serverless approach is welcome if it shortens launch time and simplifies maintenance. Please outline: 1. Your proposed tech stack 2. A rough timeline with key milestones 3. Examples of similar work—screenshots or live URLs preferred Well-structured, well-commented code and a quick handoff guide will be part of the acceptance criteria. I&r...
I need a production-ready crypto exchange site that lets users trade on a live spot market with Bitcoin, Ethereum, Ripple and USDT from day one, with the option to add more pairs later. Real-time order books, depth charts...transparent fee calculation. Deliverables • Responsive web UI for spot trading • Matching engine with REST & WebSocket APIs • Wallet system for BTC, ETH, XRP, USDT • Admin console for KYC/AML, user management and treasury controls • Full documentation (deployment, API, security hardening) • Source code delivered through a private Git repository, ready for containerised deployment (Docker/Kubernetes) Acceptance will be based on a successful end-to-end demo on a staging server, security test results, and smooth deployme...
...Design and build new microservices (REST/GraphQL) that handle shipment tracking, carrier integrations, billing and user management. • Optimise existing Node.js services for performance, security and high availability. • Extend our SQL schema, write efficient queries and create migration scripts. • Set up and maintain CI/CD pipelines, automated testing and containerised deployments (Docker, Kubernetes or similar). • Produce clear technical documentation and participate in code reviews. What I’d like to see in your application Please lead with your experience—successful SaaS projects in logistics, transport, or any complex domain are particularly valuable. Feel free to mention relevant previous work, tools you prefer, and any ideas for impro...
...workflows. Collaborate with Oracle and ServiceNow platform teams to expose relevant APIs, webhooks, and data streams consumed by AI agents. Ensure data consistency, idempotency, and error handling across heterogeneous system integrations. Platform & Infrastructure Deploy orchestration workloads on cloud-agnostic infrastructure (AWS, Azure, or GCP) using containerized services (Docker, Kubernetes) and serverless compute where appropriate. Implement observability, logging, tracing, and alerting for AI pipelines using tools such as LangSmith, MLflow, Datadog, or OpenTelemetry. Maintain security and compliance standards for AI systems handling supply chain data (PII, supplier data, inventory data). Required Qualifications Must-Have Experience — designin...
Ho già il backend pienamente funzionante per la mia crypto-e...(dashboard, trading, impostazioni, ecc.) cambiandone completamente la struttura, pur mantenendo le stesse funzioni operative. • Integrare i plugin necessari (grafici, order-book, notifiche in tempo reale) e collegarli alle API già pronte. • Implementare il flusso KYC seguendo le indicazioni e gli endpoint che ti fornirò. • Curare build e deploy del sito su ambiente di produzione (Docker/Kubernetes già predisposti). • Assicurare compatibilità desktop e mobile, performance ottimizzate e codice documentato. Accetto proposte su librerie UI (p. es. Tailwind, Material-UI) purché il risultato resti originale e professionale. Consegna finale: repository Git c...
We are seeking an experienced Kubernetes (K8S) and Linux professional to provide daily remote job support for ongoing work involving on-premises Kubernetes infrastructure deployed on bare metal servers. The role involves helping with Kubernetes cluster setup, Linux server administration, troubleshooting production and non-production issues, deployment support, and general guidance during daily work activities. The ideal candidate should have strong hands-on experience with: Kubernetes cluster deployment on bare metal Linux administration and troubleshooting On-prem infrastructure environments Kubernetes networking, storage, and security Cluster maintenance and operational support This is a remote freelance opportunity requiring 1–2 hours of supp...
Major Responsibilities & Duties (Senior DevOps Engineer): · Design, implement, and maintain secure, scalable AWS cloud infrastructure using Infrastructure as Code (Terraform/Terragrunt). · Build and operate Kubernetes platform and deployment automation using Helm, FluxCD, and GitOps practices. · Develop and maintain CI/CD pipelines (GitHub Actions) for build, test, security scanning, and automated deployments. · Ensure high availability, reliability, and performance of production environments; participate in incident response and root-cause analysis. · Implement security best practices: IAM least privilege, secrets management, encryption, logging, and compliance guardrails. · Maintain observabili...
...to production. **What I can do for you:** * Set up complete CI/CD pipelines for seamless deployment * Design and manage cloud infrastructure (AWS, Azure, GCP) * Containerization using Docker and orchestration with Kubernetes * Infrastructure as Code (Terraform, Ansible) * Server setup, monitoring, and performance optimization * Secure deployments with best DevOps practices **My approach:** * Automate everything to reduce manual errors * Ensure high availability and scalability * Focus on security, reliability, and cost optimization **Tools & Technologies:** Docker, Kubernetes, Jenkins, GitHub Actions, Terraform, Ansible, Linux, Nginx, AWS, Azure, GCP I can take your project from development to production smoothly and efficiently, ensuring fast, secure, and reliab...
...centralized authentication on our Kong API gateway and want to enable the built-in JWT plugin. The goal is straightforward: every request to our protected routes should be validated through Kong’s native JWT support, then routed onward to our existing internal microservices once the token checks out. Here’s the current state and what I need from you: • Kong is already running in our staging Kubernetes cluster, fronting several REST services. • No auth is active yet—routes are open. • I have a list of internal consumer apps that will need their own key pairs or shared secrets. • Our services already issue JWTs; payload and signing algorithm follow the standard RFC, so we only need Kong configured to recognise and verify them. Delivera...
...same capability must be exposed inside the existing Android and iOS apps so users can perform uploads and see sync status from their phones. Deliverables 1. Production-ready API suite with full Swagger / OpenAPI docs 2. DRC and third-party connectors working end-to-end 3. Web Excel uploader + mobile upload module 4. Source code, unit/integration tests, and deployment scripts (Docker/Kubernetes preferred but not mandatory) Acceptance will be based on automated test cases proving data integrity, latency under load, and the completeness of the error logs....
...experience Hands-on with LLMs (OpenAI, Anthropic, etc.) Experience with: RAG systems & embeddings Vector databases (FAISS, Pinecone, Weaviate, Milvus) LangChain / LangGraph / LlamaIndex Solid understanding of: APIs & microservices Distributed systems Nice to Have Multi-agent systems experience Fine-tuning / RLHF knowledge Real-time / async systems Evaluation metrics (NDCG, BLEU, etc.) Docker, Kubernetes, CI/CD Search / recommendation systems background What We’re Looking For Someone who thinks in systems, not just models Builder mindset — able to go from concept → production Focus on real-world execution, not just theory Comfortable working in a fast-moving startup environment To Apply Please include: Portfolio / GitHub /Linkedin Profile Relevant AI/L...
...containerization (Docker preferred) Setting up CI/CD automation Managing environment variables & secrets securely Monitoring, logging, and performance optimization Ensuring system reliability and uptime Technical Requirements We expect experience in most of the following: Cloud Platforms AWS / Google Cloud Platform / Microsoft Azure (any one required) Deployment Docker & container orchestration Kubernetes (optional but preferred) CI/CD pipelines (GitHub Actions / GitLab CI / Jenkins) Reverse proxy setup (NGINX / Apache) Backend & Infrastructure API deployment Microservices architecture understanding Load balancing & autoscaling Database deployment (PostgreSQL / MongoDB) Security & Monitoring SSL configuration Authentication & access control Logging &...
...event-driven pieces. I’d like to containerise the service with Docker, orchestrate it on Kubernetes (EKS preferred), and set up an automated Jenkins pipeline so every commit travels from Git to production without manual steps. You will work side-by-side with me—screen-sharing or recording sessions—to explain each decision, let me type along, and answer questions in real time. By the end I want to feel confident I can repeat the workflow alone. Key deliverables • Source code and Dockerfiles in a Git repo • Terraform or CloudFormation scripts that create the entire stack (VPC, EC2, S3 buckets, EKS cluster, IAM roles, etc.) • A Jenkinsfile that builds, tests, pushes images, and triggers rolling updates on Kubernetes • Lambda fun...
...authentication & authorization: JWT-based security (Azure AD B2C or similar) on every route, with role-based access rules baked in. • Real-time updates & notifications: WebSocket or Server-Sent Events layer so dashboards receive instant output as soon as the pipeline publishes. Cloud architecture – Azure Functions for lightweight event triggers (e.g., blob-created, queue messages). – Azure Kubernetes Service to host the FastAPI app, LangChain agents, and any background workers. – Azure Storage (Blob + Table) for raw files, intermediate artifacts, and metadata. DevOps & delivery The code sits in a Git repo with CI/CD that ships containers to AKS and auto-deploys Azure Functions. Infrastructure as Code (Bicep or Terraform) is require...
...validation steps so new data can flow straight into the training loop. 2. Model building – experiment with the best-fit supervised algorithms (think scikit-learn, XGBoost, or deep-learning frameworks such as TensorFlow or PyTorch when the data demands it), benchmark performance, and fine-tune hyper-parameters. 3. Deployment – package the chosen model behind a reliable API, containerize it (Docker/Kubernetes), and push it to our preferred cloud stack (AWS is the front-runner, but I’m open to GCP or Azure if you can justify it). I’ll provide the raw datasets, business KPIs, and access to existing repos; you bring solid coding practice, version control discipline (Git), and a knack for explaining results in plain language. Expect daily check-ins over Sla...
...class imbalance, and PHI masking. • Model building & training – From classic scikit-learn baselines to deep-learning architectures in TensorFlow or PyTorch, I’ll rely on you to select, tune, and rigorously validate models against our key performance metrics. • Deployment & maintenance – Once we hit target accuracy, the model must ship to production. Expect containerised deployment (Docker/Kubernetes), CI/CD, automated monitoring, and periodic retraining hooks on AWS. Because the data touches protected health information, you should already be comfortable with privacy-first coding practices and understand the spirit of HIPAA compliance. I’m in the US Central Time zone and collaborate live, so solid spoken English and the ability to s...
I want to overhaul and streamline my AWS estate so that ...suggestions) should plan, test and apply those Terraform changes automatically, while also driving Docker image builds and Kubernetes deployments where needed. I run predominantly on Linux, so any scripts or helper tooling should assume a Unix-based environment. Success looks like: – Terraform modules that stand up, update and tear down EC2, S3 and RDS consistently – A CI/CD pipeline that triggers on commit, runs lint/plan, waits for approval, then applies to prod – Clear README-level documentation so new engineers can spin everything up in a sandbox within minutes If you’ve wrangled similar AWS footprints, automated builds with Docker, or rolled out Kubernetes in production, I’d ...
I'm looking for an expert to set up RedHat OpenShift with 3 master and 3 worker nodes. The setup should also include KubeVirt virtualization with VMs running on both Linux and Windows within the same clusters. Key requirements: - Deploy OpenShift with specified ...worker nodes. The setup should also include KubeVirt virtualization with VMs running on both Linux and Windows within the same clusters. Key requirements: - Deploy OpenShift with specified node configuration. - Integrate KubeVirt for virtualization. - Set up VMs on Linux and Windows. Ideal skills and experience: - Proven experience with RedHat OpenShift and KubeVirt. - Strong background in Kubernetes and virtualization. - Ability to configure and manage multi-OS environments. Please provide your relevant experienc...
...Docker, CI/CD, and cloud platforms - Interest or experience in AI/LLM integration Nice to Have - Bachelor’s degree in Computer Science, Software Engineering, or a related field - Experience building AI-enabled or data-driven SaaS platforms - Familiarity with LLM APIs (OpenAI, Anthropic, etc.) and prompt design - Experience with microservices architecture or distributed systems - Knowledge of Kubernetes and container orchestration - Experience with real-time systems (WebSockets, event-driven architecture) - Background in fintech, e-commerce, or analytics platforms - Strong attention to detail and product thinking (not just implementation) To Apply, Please Provide - 3–5 relevant projects (live URL + GitHub) - Your approach to building this system - A short 2–3 m...
...technologies like HTML, CSS, JavaScript, Angular or React. Responsibilities: - Develop and customize Liferay themes, layouts, portlets, modules, and portal components. - Integrate Liferay with external systems using REST/SOAP APIs. - Work on Java/Spring Boot backend development. - Support database design and queries using MySQL, PostgreSQL, or Oracle. - Use Git, Maven/Gradle, Jenkins, Docker, or Kubernetes where required. - Ensure clean, scalable, and maintainable code. Required Skills: - 2+ years of Liferay DXP experience for Developer role. - 4+ years of Liferay DXP experience for Senior Developer role. - Strong Java/J2EE, Spring Boot, Hibernate knowledge. - Experience with REST/SOAP API integration. - Good understanding of SQL databases. - Knowledge of Git and CI/CD tools. ...
Description: We are looking for an experienced DevOps engineer with strong expertise in Oracle Cloud Infrastructure (OCI) to help us migrate and deploy our existing website to a production environment. Our current setup is already built on OCI using Kubernetes clusters, load balancers, and a VCN architecture. We now need an expert to review, optimize, and take it live securely and efficiently. Project Scope: • Review existing OCI infrastructure setup • Configure and optimize: • Kubernetes cluster (master + worker nodes) • Load balancer routing and health checks • Public & private subnet configurations • Security rules and access controls • Ensure proper production readiness: • SSL setup (HTTPS) • Domain mapping • Scaling...
Kubernetes SSL Certificate Rotation Automation (AWS EKS) : Project Overview I am seeking an experienced DevOps/Kubernetes engineer to design and implement an automated solution for SSL certificate rotation in Kubernetes clusters (AWS EKS). The system should automatically detect certificate expiration and perform secure, seamless rotation with minimal downtime and low operational cost. This is a critical infrastructure project, and I am looking for someone highly professional, detail-oriented, and experienced in production-grade systems. Key Objectives Automate Kubernetes SSL certificate rotation based on expiration Eliminate manual intervention Ensure zero or minimal downtime Build a secure, scalable, and cost-efficient solution Validate across Dev, Staging,...
My DevOps résumé reads well enough, but the page itself does not do it justice. I only need a sharper format—no rewrites—so recruiters can scan the document quickly and an ATS can parse every line. Here is what I want improved: • Work Experience: align dates, role titles, and achievements so the career story flows visually. • Skills & Certifications: present the tool stack (AWS, Docker, Kubernetes, Terraform, CI/CD, etc.) in an eye-catching matrix or column that is easy to skim. • Education: tidy spacing, fonts, and placement so it sits neatly at the end without feeling like an afterthought. The final file should arrive in an editable format (Word or Google Docs) plus a ready-to-send PDF. Feel free to suggest modern, sleeker templat...
This article is a guide for anyone interested in using machine learning frameworks in their organization.