15 Frameworks For Mastering Machine Learning
This article is a guide for anyone interested in using machine learning frameworks in their organization.
I need an experienced security engineer to harden our multi-tenant SaaS product, prepare us for HIPAA and SOC 2 Type II audits, and stay on call for incident response. The stack runs primarily on AWS, Azure or GCP, with containerised workloads orchestrated by Kubernetes. Day-to-day you will probe our web apps and APIs with Burp Suite and OWASP ZAP, script automation in Bash, and guide the team as we fold security controls into an established Git-based CI/CD pipeline. Key objectives • Run a full penetration test against the platform, documenting exploitable findings against the OWASP Top 10 and cloud-specific misconfigurations. • Configure vulnerability scanning (Nessus, Snyk, Trivy) and wire SAST, DAST and dependency checks into our build pipelines. • Implemen...
...STS) Experience in LLM fine-tuning, quantization, and model optimization Ability to deploy self-hosted / offline AI models Strong backend development skills (Python, Node.js, FastAPI, Django, etc.) Experience designing scalable, modular backend architectures Familiarity with vector databases (FAISS, Milvus, Pinecone, Weaviate, etc.) Understanding of cloud, containers, and MLOps (Docker, Kubernetes is a plus)...
...over the air. • Scalable back-end with REST APIs so we can integrate ticketing and reporting later. Tech expectations – Android Enterprise APIs (latest versions) for Work-Managed devices. – Web console built in React, Angular or similar modern framework, backed by a well-documented REST/GraphQL layer (Java, Kotlin, Node, Go—your choice, just explain). – Containerised deployment (Docker/Kubernetes) ready for installation on our on-prem or AWS environment. – Source code, build scripts and a clear installation/runbook are part of the hand-off. Acceptance criteria 1. Smartphones and tablets enrol successfully and receive an initial policy within 60 seconds. 2. Any configuration change made in the console propagates to a test device i...
Role Overview Build and maintain a fintech platform mobile/web frontend, backend services, wallet system, and payment integrations. Key Responsibilities • Design and develop scalable frontend and backend architecture...Deploy applications using cloud infrastructure and CI/CD pipelines Frontend Skills • React.js / or Flutter • HTML, CSS, JavaScript, TypeScript • API integration and responsive UI development Backend Skills • Node.js / NestJS or Java Spring Boot • REST API development and microservices • Payment gateway integration Database & Infrastructure • PostgreSQL / MySQL • Redis caching • Docker, Kubernetes Preferred Experience • payment platform development • Wallet systems and ledger-based accounting • ...
...Tenant Isolation Strict tenant filtering in database queries. Audit Logging All administrative operations logged. 12. Observability Architecture Metrics Latency Token usage Cost per request Model utilization Tools commonly used: Prometheus Grafana Distributed tracing frameworks 13. Deployment Architecture The platform is deployed using containerized microservices. Recommended infrastructure: Kubernetes cluster Horizontal auto‑scaling Load balancing Managed databases Core services include: Gateway pods Router pods Analytics pods Redis cluster PostgreSQL cluster 14. Cost Optimization Strategies Model routing based on cost Prompt caching Using smaller models for simple tasks Batch processing where possible 15. Admin Platform Features available to administrators: Student managem...
...over the air. • Scalable back-end with REST APIs so we can integrate ticketing and reporting later. Tech expectations – Android Enterprise APIs (latest versions) for Work-Managed devices. – Web console built in React, Angular or similar modern framework, backed by a well-documented REST/GraphQL layer (Java, Kotlin, Node, Go—your choice, just explain). – Containerised deployment (Docker/Kubernetes) ready for installation on our on-prem or AWS environment. – Source code, build scripts and a clear installation/runbook are part of the hand-off. Acceptance criteria 1. Smartphones and tablets enrol successfully and receive an initial policy within 60 seconds. 2. Any configuration change made in the console propagates to a test device i...
...over the air. • Scalable back-end with REST APIs so we can integrate ticketing and reporting later. Tech expectations – Android Enterprise APIs (latest versions) for Work-Managed devices. – Web console built in React, Angular or similar modern framework, backed by a well-documented REST/GraphQL layer (Java, Kotlin, Node, Go—your choice, just explain). – Containerised deployment (Docker/Kubernetes) ready for installation on our on-prem or AWS environment. – Source code, build scripts and a clear installation/runbook are part of the hand-off. Acceptance criteria 1. Smartphones and tablets enrol successfully and receive an initial policy within 60 seconds. 2. Any configuration change made in the console propagates to a test device i...
...Golang. Work with TypeScript-based services or integrations when required. Collaborate with the development team to quickly resolve technical issues. Guide on best practices for building scalable, secure, and efficient services. Ensure smooth deployment and performance monitoring of backend services. Required Technical Skills Golang (Go), TypeScript, REST APIs, Microservices Architecture, Docker, Kubernetes, Git, PostgreSQL/MySQL, MongoDB, Redis, gRPC, JSON, Linux, CI/CD Pipelines, AWS/GCP, Unit Testing, Debugging & Performance Optimization, Message Queues (Kafka/RabbitMQ), API Security, System Design Basics....
...best practices. Skills & Qualifications: Proven expertise in machine learning frameworks such as TensorFlow, PyTorch, or scikit-learn. Deep learning experience with neural networks (CNNs, RNNs, transformers, etc.) and advanced AI models. Strong background in Python programming, data manipulation (NumPy, pandas), and algorithms. Experience in deploying models at scale using tools like Docker, Kubernetes, AWS, or GCP. Solid understanding of statistics, linear algebra, and calculus. Experience in big data tools (Spark, Hadoop) and cloud platforms (AWS, GCP, Azure) is a plus. Ability to communicate complex technical concepts effectively to non-technical stakeholders. Strong problem-solving skills and a passion for innovation. Familiarity with Reinforcement Learning, GANs, or NL...
...production data pipeline is already live on Azure, but the data-processing layer needs a careful upgrade. I ingest events through Kafka, land them in an Azure Data Lake, then run real-time transformations in Apache Flink. Everything is orchestrated by Airflow on a Kubernetes cluster, with CI/CD handled through our DevOps toolchain. I need a seasoned data engineer who can dive straight into the Flink jobs, refactor the Python code where necessary, tune state management and checkpointing, and release the changes through our existing Kubernetes-based workflow. You will also validate end-to-end data quality in the lake and leave the deployment scripts cleaner than you found them. Deliverables • Implement new feature on top of the existing pipeline. • Updated Airflo...
We are looking for an experienced GraphQL Engineer with strong skills in C# .NET and Microsoft Azure to help design and build scalable GraphQL ...Azure Collaborate with frontend teams consuming the API Requirements 5+ years of software engineering experience Strong experience building production GraphQL APIs Solid skills in C# .NET Experience with Azure cloud services Understanding of REST APIs, microservices, and distributed systems Experience with SQL / NoSQL databases Nice to Have Kafka / event-driven architecture Docker / Kubernetes Azure observability tools (App Insights, Azure Monitor) Project Details Remote Freelance / contract Potential for long-term collaboration Please share your GraphQL project experience, especially your role in schema design and API arc...
I need an experienced infrastructure engineer to help me move my Fintech application off its current host and onto a server stack that is both noticeably faster and cost-efficient. My priorities are low-latency transaction handling, high uptime, and a predictable monthly bill. I am open to any major cloud vendor—LINU...configuration of security groups, autoscaling, backups, and monitoring. • Post-migration performance testing to verify faster response times and system stability. • Concise hand-over documentation so I can maintain the new environment confidently. If you have a track record of moving production workloads—especially Fintech or similarly regulated apps—and are comfortable with tools like Docker, Kubernetes, Terraform, and CI/CD pipelines...
A multi-tenant SaaS platform combining real-time uptime monitoring, synthetic transaction monitoring across 7 global regions, and a full incident management system with on-call scheduling, escalation, and status pages. TECH STACK: NestJS · React/ · Go (uptime bots) · Node.js + Playwright (synthetic) PostgreSQL + TimescaleDB · Redis + BullMQ · Kubernetes · Docker DELIVERY PLAN: Sprint 1 (Wk 1-2): Multi-tenant DB, Auth, RBAC (5 roles), Workspace API, CI/CD Sprint 2 (Wk 3-4): Go uptime bots, Playwright synthetic monitoring, 7-region K8s deployment, fault-tolerance, data pipeline & dashboards Sprint 3 (Wk 5-6): Incident management, on-call scheduling, escalation (email + push), status page, tenant UI + mobile app, gamificatio...
Extensive DevOps Experience: Having 2 years of experience in AWS EC2, AWS S3, AWS IAM, RDS, Kubernetes, Docker, Terraform, and Ansible focused on building scalable and reliable infrastructures. Production Support Experience: Having 3 years of experience as a production support engineer on software applications. Automation & Efficiency: Skilled in automating deployment processes with Ansible and optimizing cloud setups for performance and cost savings. AWS: Cloud service platforms to deploy, manage, and scale infrastructure and services. CI/CD & Security Proficiency: Strong understanding of CI/CD pipelines and cloud security, with a proven record of reducing costs and ensuring successful project rollouts. Continuous Development & Innovation: Committed to learning...
...I need a senior full-stack developer who can own the build end-to-end. The back end must be modular—micro-service friendly, containerised, and ready to plug in third-party game providers, odds feeds, KYC tools, and multiple payment gateways. A modern stack such as Node.js or Go for the services, TypeScript/React (or similar) for the client, and a cloud environment like AWS or GCP with Docker/Kubernetes for orchestration is preferred, but I’m open to your proven alternatives if they shorten time-to-market without sacrificing reliability. On the front end I expect a responsive, themeable lobby that can be reskinned for future white-label partners, plus a secure account area covering wallet, transaction history, responsible-gaming settings, and promotional modules. An ...
...delivery: 1. Fully responsive UI that passes Google Lighthouse scores of 90+ on performance and accessibility. 2. End-to-end booking flow tested in sandbox and live mode for all three search modules. 3. Role-based login, registration, password reset, and KYC upload working for each account type. 4. Source code in Git with clear commits, basic unit tests, and deployment scripts (Docker/Kubernetes preferred). 5. A short hand-over session plus documentation covering API keys, environment variables, and future scaling notes. If you have launched similar OTA or large e-commerce platforms and can demonstrate robust API work, let’s talk about timelines and milestones....
...connections. Security matters just as much as uptime. Private endpoints or an Azure VPN need to fence off internal APIs while still allowing public traffic through controlled ingress rules. Secrets must stay in Azure Key Vault, referenced only at deployment time. Acceptance criteria • A working GitHub Actions workflow file per service that can stand up a fresh environment from scratch • Kubernetes manifests or Helm charts committed to repo and parameterized for dev, staging, and prod • Demonstrated blue/green switch without dropping active sessions • Autoscaling proof (metrics dashboards in Azure Monitor) • Clear README or run-book so the in-house team can extend the pipelines unaided Only serious proposals - start with aks when you apply au...
...over the air. • Scalable back-end with REST APIs so we can integrate ticketing and reporting later. Tech expectations – Android Enterprise APIs (latest versions) for Work-Managed devices. – Web console built in React, Angular or similar modern framework, backed by a well-documented REST/GraphQL layer (Java, Kotlin, Node, Go—your choice, just explain). – Containerised deployment (Docker/Kubernetes) ready for installation on our on-prem or AWS environment. – Source code, build scripts and a clear installation/runbook are part of the hand-off. Acceptance criteria 1. Smartphones and tablets enrol successfully and receive an initial policy within 60 seconds. 2. Any configuration change made in the console propagates to a test device i...
...(preferred but optional) Requirements Strong experience with AWS cloud infrastructure Experience deploying Node.js / applications Experience with CI/CD pipelines Familiarity with security best practices Ability to document infrastructure setup clearly Prior DevOps experience with production systems Nice to Have Experience with Docker & container orchestration Experience with Kubernetes Infrastructure as Code (Terraform / CloudFormation) Monitoring tools (Prometheus, Grafana) I have built an online education platform and the product is now ready for the **Alpha Testing phase** before public launch. I am currently looking for two types of collaborators: 1) AWS Deployment Expert I need an experienced AWS engineer who can deploy my web application on AWS in a pro...
...microservices architecture 5+ years experience with SQL and NoSQL databases 5+ years programming with C# / .NET Experience with cloud platforms such as AWS, Azure, or GCP Strong problem-solving and system design skills Nice to Have Experience with high-volume data processing systems Experience with distributed systems and event-driven architectures Familiarity with containerization (Docker/Kubernetes) Project Type Long-term opportunity for an experienced engineer who enjoys solving complex technical problems and building scalable backend systems....
...GraphQL) • Core banking systems (ISO 8583 or ISO 20022 where applicable) Key expectations – Real-time routing logic with configurable rules (processor selection, fail-over, load balancing) – Admin dashboard for transaction monitoring, reconciliation and manual overrides – Swagger-documented APIs with test harnesses and sandbox keys – Deployment scripts for both on-prem and cloud (Docker/Kubernetes preferred) – Unit, integration and penetration test reports demonstrating security controls I will sign off once the switch passes end-to-end test cases on each platform, produces clean PCI audit artifacts, and processes a minimum 1,000 TPS in a controlled load test. If you have proven experience with payment gateways or switch architectu...
...marketing copy Digital Marketing & Social Media SEO, SEM, conversion optimization Paid ads, audience targeting, analytics Video Production & Editing Promotional and social videos Premiere Pro / After Effects AI & Machine Learning Integration Chatbots, NLP tasks, model fine-tuning Python / TensorFlow / PyTorch Cloud & DevOps Infrastructure AWS / Azure / GCP CI/CD pipelines, Docker, Kubernetes Cybersecurity & Security Audits What You Should Include in Your Bid Relevant experience with one or more of the above skills Portfolio or links to previous work Estimated timeline & deliverables Hourly rate or fixed price quote...
...documentation Digital Marketing & Social Media SEO, SEM, conversion optimization Paid ads, audience targeting, analytics Video Production & Editing Promotional and social videos Premiere Pro / After Effects AI & Machine Learning Integration Chatbots, NLP tasks, model fine-tuning Python / TensorFlow / PyTorch Cloud & DevOps Infrastructure AWS / Azure / GCP CI/CD pipelines, Docker, Kubernetes Cybersecurity & Security Audits What You Should Include in Your Bid Relevant experience with one or more of the above skills Portfolio or links to previous work Estimated timeline & deliverables Hourly rate or fixed price quote ...
...technical/architectural accuracy against Microsoft-specific frameworks (CAF, WAF), and provide actionable coaching. Detailed Scope of Work & Features: Multi-Stage Interview Simulation (Loops): Phase 1: HR/Behavioral: Focus on Microsoft Leadership Principles and Growth Mindset. Phase 2: Technical Deep-Dive: Interactive grilling on Azure IaaS, Security (WAF, Key Vault, Azure AD), Networking, and Kubernetes. Phase 3: System Design & Strategy: Architecture-level discussions focused on "Support for Mission Critical" scenarios. Context-Aware Evaluation (RAG): The agent must use Retrieval-Augmented Generation (RAG) to pull from specific Microsoft documentation (Azure Architecture Center, CAF, and WAF) to verify if my answers align with official Microsoft best pra...
...monitoring • Wallet transaction monitoring • Creator coin approval • Advertising approval TECHNICAL REQUIREMENTS Developers must build a scalable architecture. Suggested technologies: Backend • Node.js / Python / Go • Microservices architecture Frontend • React / • React Native / Flutter (mobile) Database • PostgreSQL • Redis cache Infrastructure • AWS / GCP • Docker containers • Kubernetes orchestration • CDN for media delivery SECURITY REQUIREMENTS • Secure wallet ledger system • Transaction logging • Fraud detection • Rate limiting • User authentication security • Data encryption PROJECT DELIVERABLES Developers must deliver: • Backend infrastructure • Front...
I'm seeking an experienced DevOps engineer to enhance our CI/CD pipelines. We currently use Jenkins and GitLab CI/CD, with code repositories hosted on GitHub. Key Responsibilities: - Improve and maintain CI/CD pipelines using Jenkins and GitLab CI/CD. - Collaborate with development teams to ensure seamless integration and ...Responsibilities: - Improve and maintain CI/CD pipelines using Jenkins and GitLab CI/CD. - Collaborate with development teams to ensure seamless integration and deployment. - Monitor and troubleshoot pipeline issues. Ideal Skills and Experience: - Proficiency in Jenkins and GitLab CI/CD. - Strong GitHub knowledge. - Experience in scripting and automation. - Familiarity with containerization (Docker, Kubernetes) is a plus. - Excellent problem-solving skill...
...Container-friendly (Docker required) • Expose clean OpenAPI/Swagger documentation • Designed for synchronous request/response flows ⸻ 5️⃣ Resilience & Observability • Idempotent request handling • Graceful degradation if one provider fails • Structured logging for audit and debugging • Rate-limit awareness and retry/backoff strategy ⸻ 6️⃣ Deployment • Production-ready code • Docker setup (Kubernetes-ready preferred) • Basic CI/CD guidance • Brief knowledge transfer session ⸻ Acceptance Criteria • Clean separation between core engine and adapters • One provider fully integrated as proof-of-architecture • ≥99% response consistency during staging tests • Unit and integration tests coveri...
We are seeking an AI lead developer to build AI orchestration workflows and integration of various agents like: - DevOps Agent - Analytics Agent - Dashboard Agent - Testing Agent Requirements: - Provide an architecture for generating real-time dashboards from unstructured logs from microservices in Kubernetes - Experience with data engineering and AI skills - Unstructured data stored as logs in JSON format in S3 bucket in AWS - Real-time data in terabytes - Long-term availability for this project - Build cursor-like frontend for analytics - Experience in UI development is a plus Skills needed: AI App Development, Machine Learning, AI Code Generator, AI Agent Development, Deep Learning, RAG, Python, Node.js, TypeScript
...over the air. • Scalable back-end with REST APIs so we can integrate ticketing and reporting later. Tech expectations – Android Enterprise APIs (latest versions) for Work-Managed devices. – Web console built in React, Angular or similar modern framework, backed by a well-documented REST/GraphQL layer (Java, Kotlin, Node, Go—your choice, just explain). – Containerised deployment (Docker/Kubernetes) ready for installation on our on-prem or AWS environment. – Source code, build scripts and a clear installation/runbook are part of the hand-off. Acceptance criteria 1. Smartphones and tablets enrol successfully and receive an initial policy within 60 seconds. 2. Any configuration change made in the console propagates to a test device i...
Replace Datadog With OSS Stack We spend about €1,400 each month on Datadog and want to eliminate that cost by running an open-source observability stack—Prometheus for metrics, Loki for logs, Alertmanager for notifications and Grafana for visualisation—inside our existing Kubernetes cluster. Today Datadog covers three things for us: monitoring & alerting, log management and detailed performance metrics. I need the same coverage after the migration, and I need it in real time; anything slower is a non-starter. I also have several dashboards in Datadog that the team relies on every day. Those dashboards must be migrated into Grafana with the same look, data sources and alert thresholds. Deliverables Helm (or Kustomize) manifests that deploy Prometheus, Loki, Aler...
I’m expanding a fully cloud-native Java micro-services platform and need a seasoned developer to work alongside me on building brand-new features. The stack is Java (Spring Boot, React ), containerised with Docker and orchestrated on Kubernetes, with everything running in the cloud. Your focus will be twofold: 1. User-interface enhancements – i have idea , so you’ll translate those visuals into responsive, maintainable front-end code that plugs neatly into our micro-front-end architecture. 2. Back-end service extensions – you’ll design and code new micro-services or extend existing ones, exposing RESTful endpoints and integrating them into our event-driven ecosystem. We’ll collaborate through Git, conduct code reviews, and push continuo...
...not guaranteed forecasting) Analytics must compute in near-real time and be accessible exclusively through the internal API. The frontend must never query raw databases directly. Technology Stack We are open to the stack, including but not limited to: Python, Go, Node.js, Rust Kafka or equivalent streaming broker WebSockets Redis TimescaleDB, InfluxDB, or ClickHouse REST or gRPC Docker and Kubernetes You may recommend the stack you can confidently deliver and support. Primary priorities: • Low-latency ingestion • Fault tolerance • Horizontal scalability • Clean modular code structure • Maintainability and clear documentation Deliverables • Streaming ingestion engine connected to at least three major exchanges • Normalized historical ti...
...approach—think TypeScript, React or Vue on the front end, and a scalable back end (Node, Django, or another framework you can justify) containerised for smooth CI/CD. Clean REST or GraphQL endpoints, cloud-ready deployment scripts and secure OAuth-based authentication should be part of the package. Deliverables 1. Full source code in a private repo with clear commit history 2. Deployment guide (Docker/Kubernetes or equivalent) plus staging URL for review 3. Admin, Editor and Viewer UI flows functioning end-to-end 4. Dashboard widgets for user engagement and system performance, backed by a documented metrics pipeline 5. Automated workflow examples (at least two) showing event → trigger → action logic 6. Concise technical documentation for future maintena...
We are looking for an experienced Senior Backend Developer to support technical meetings and interviews for EU-based software opportunities. Strong experience in at least one of the following languages is required: Go, Python, Rust, Java, C# Exposure to AI-related development or integrations is highly prefered. Experience with cloud-native architecture, microservices, Docker, and Kubernetes is plus. You do not need to know all the listed languages. However, deep expertise in one or two of them is expected. Excellent English communication skills are required. Please share your main tech stack and relevant project experience when applying. Thank you.
I have an upcoming technical interview that will focus heavily on Spring Boot microservices and Google Kubernetes Engine (GKE). I’m looking for a senior-level engineer who can walk me through the kinds of deep-dive questions panelists usually ask, refine the way I structure my answers, and fill any knowledge gaps I still have. You should be fluent in pure Java, Spring Boot microservice patterns, containerization, and how those services are deployed and operated on GKE. I already know the basics—I need you for the tricky follow-ups: Why pick one design pattern over another, how to justify certain DevOps trade-offs, what pitfalls lurk in production Kubernetes clusters, and the gotchas that reveal real-world experience. Deliverables (all remote): • Two or thre...
Mutual Fund Distribution Platform (B2B2C Model) 1. BUSINESS OBJECTIVE Build a digital wealth distribution platform (similar to AssetPlus model) enabling: • Investor on boarding • KYC processing • eSign • Lumpsum & SIP transactions • Mandate creat...validation • Audit trail logging • Rate limiting • Role-based access control • No card data storage • PCI DSS compliance via PG ________________________________________ 8. PERFORMANCE REQUIREMENTS • Response time < 500ms • Concurrent users support 10,000+ • 99.9% uptime • Auto scaling enabled ________________________________________ 9. DEVOPS & INFRA Cloud: AWS / GCP Containerization: Docker + Kubernetes Database: PostgreSQL Cache: Redis Storage: S3 CI/CD: Gi...
Hello, I am reaching out to you as part of a DevOps project for my Master’s thesis in Systems and Network Management. Project context I am working on implementing an automated solution for deploying, scaling, and managing containerized applications using Docker, Kubernetes, and Jenkins. The objective is to move from a manual deployment process to a complete and reliable CI/CD pipeline, also integrating a Prometheus / Grafana monitoring stack. The target architecture is already defined (Ubuntu VMs, Kubernetes cluster, dedicated Jenkins server, Docker registry, monitoring, etc.), as well as the general methodology. I have also written the theoretical section and most of the “Materials and Methods” section of my thesis. Specific needs I need practical suppor...
...(Open to Better Suggestions) ========================================== Backend Python (FastAPI / Django) or Node.js Go (optional for performance-critical services) Database Options ClickHouse (preferred) Apache Druid Elasticsearch BigQuery / Redshift Any distributed columnar DB Frontend React / Advanced filtering UI Data grid with pagination & lazy loading Infrastructure Kubernetes / Docker Load balancing CDN Caching (Redis) Object storage for raw data Required Features ================ Advanced Search Engine Full-text search Multi-filter query builder Auto-suggestions Fuzzy matching Aggregations (sum, count, trends) Data Handling ============ Bulk data ingestion pipelines ETL processing Schema optimization Index optimization Performance Require...
...and deployment Setting up or fixing integrations with third‑party services (APIs, webhooks, etc.) Implementing logging, monitoring, and basic observability for the environment Providing implementation support and answering technical questions as we roll this out Nice to have (not mandatory): Experience with [related tools: e.g., Twilio Studio / Functions / serverless frameworks / Docker / Kubernetes / CI/CD] Prior work on contact center, telephony or similar real‑time systems What we value: Clear, proactive communication Ability to work in small, testable milestones Reliability with deadlines and expectations When you apply, please briefly share: A short summary of your relevant experience 1–2 similar projects you’ve done (links or short descriptions) Yo...
...indexing and sharding guidance to support high volume. • Services must be containerised (Docker) and orchestrated so they can be scaled independently. Deliverables 1. Component library with storybook docs and unit tests 2. Initial set of microservices, each with its own repo, build pipeline, and Swagger / GraphQL docs 3. Dev, staging, and production deployment scripts (Docker-Compose or Kubernetes) 4. Setup instructions and hand-over walkthrough Please reply with: • A brief description of how you would structure the project, including key tools and milestones • Estimated calendar timeline (in weeks) for each milestone • Your total cost and preferred payment schedule • Any prior work that proves capacity to serve 500+ simultaneous use...
We are a technology-driven company specializing in delivering end-to-end solutions across the Computer Science domain. Our expertise spans a wide range of services, including: Artificial Intelligence (AI) Machine Learning (ML) Cloud Computing iOS Development Android Development Automation Solutions Software Development Kubernetes & Containerization REST API Development Custom Technical Projects What Makes Us Different? We don’t just deliver projects — we provide complete guidance with a step-by-step approach, ensuring transparency, clarity, and long-term value for every client. Our work is: High Quality Cost-Effective Delivered with Full Documentation & Support Built with Modern Industry Standards We take pride in offering solutions that clients truly appreci...
...étape. Méthodologie – Un premier jalon pour valider l’architecture et le backlog priorisé. – Sprints successifs avec démonstration à la fin de chaque cycle. – Tests unitaires et tests d’intégration automatisés afin d’assurer la stabilité du code. Stack suggérée (ouverte à vos propositions) : Node.js ou Python backend, base de données PostgreSQL, frontend React ou Vue, déploiement Docker/Kubernetes. Critères d’acceptation • Intégration réussie avec au moins un outil de communication sélectionné. • Code documenté, versionné sur Git. • Application utilisable par un premier g...
I need an India-based trainer who can run live, highly interactive online sessions covering DevOps fundamentals, broader Cloud concepts, and hands-on AWS workflows. The audience alre...class so they can follow along. • Recordings of every session shared after each class for later review. • Brief post-session quizzes or exercises to reinforce learning. Propose the number of sessions, approximate duration per session, and a timeline that balances depth with learner attention spans. Mention any prior training work or certifications (e.g., AWS Certified Solutions Architect, Kubernetes CKA) that prove you can keep an intermediate cohort engaged and progressing. All work—including prep, delivery, and follow-up—can be done remotely, but you must reside in India ...
...closer to YouTube/Facebook than a plain file list Acceptance criteria 1. Viewers can pause a live UGC stream for at least 30 minutes and resume without loss of sync. 2. Rewind seeks start playing in under two seconds on a 20 Mbps connection. 3. RTMP ingest survives disconnect/reconnect and still ties clips to the same channel ID. 4. All core services run reproducibly in Docker-Compose (or Kubernetes if you prefer) with docs to stand it up from scratch. If you’ve built DVR features, streaming SaaS, or anything social-video before, let’s talk specifics on codecs, storage strategy, and scaling....
I need an expe...should layer on top without forcing us to rip and replace. Python, TensorFlow/PyTorch, OPC UA, MQTT, and a modern time-series database are the likely tool-chain, but I’m open to alternatives if they mesh with GMP requirements. Deliverables • Architecture and data-flow design • AI agents for monitoring & control, predictive maintenance, and process optimisation, each deployable in Docker or Kubernetes • Integration scripts/connectors for PLC/SCADA data ingestion and actuator commands • Validation plan compliant with CFR 21 Part 11 and Annex 11 • Operator dashboard plus API documentation Acceptance is complete when the pilot cell runs autonomously for one production campaign and the system logs show ≥5 % cycle-time r...
I am looking for an experienced DevOps professional with real production experience to p...hands-on training focused on real-world industry scenarios. This is NOT a theory-based course. I am specifically looking for someone who has worked in live production environments and can teach using real incidents, failures, and troubleshooting examples. Training Focus Areas: Real production incidents and outages Root Cause Analysis (RCA) and post-mortems CI/CD pipeline failures and debugging Kubernetes & Docker production issues Cloud deployment errors (AWS/Azure/GCP) Infrastructure as Code mistakes (Terraform, etc.) Monitoring & alert troubleshooting (Prometheus, Grafana, etc.) Log analysis and debugging strategies Security misconfigurations and best practices High availability and ...
...foundation and train me to operate and extend it myself. My current server: Ubuntu 24.04 VPS 2 CPU cores, 8 GB RAM Full root access Phase 1 goal: Secure Linux server setup with Docker (no Kubernetes) Modular Python-based agent framework One main agent that can delegate structured tasks to at least one sub-agent LLM integration (Claude or similar, via API) Lightweight web interface to submit natural language instructions Structured JSON output layer Logging and basic scheduled task capability Clear documentation and knowledge transfer (so I can operate it myself) Important constraints: No Kubernetes No browser automation No automatic live pushing of changes to production Clean, modular, maintainable architecture Focus only on a solid V1 foundation When y...
...security framework. • TLS 1.3 enforcement. • AES-256 encryption at rest. • API rate limiting. • DDoS protection integration. • Web application firewall (WAF). • Role-based access control (RBAC). • Audit logging system. • GDPR data export and delete functionality. • CCPA compliance controls. • PCI DSS compliant payment workflow. • Background check integration. 10. Scalability & Infrastructure • Kubernetes-based auto-scaling. • Multi-region load balancers. • Failover configuration. • High availability setup (99.99% uptime). • Database replication. • Backup and disaster recovery strategy. • CI/CD pipeline implementation. 11. Monitoring & Observability • Feature flag system. • ...
...No defaults | | Editor | VSCodium via Snap | Not VS Code | | Dev CLI tools | Homebrew | Not apt/snap for these | | Python tooling | uv with `~/.venvs/` | Not pip/conda | | App packaging | apt + Snap + Homebrew only | No Flatpak | ### 2. Ubuntu 24.04.3 LTS Only Target exactly Ubuntu Desktop 24.04.3 LTS — not earlier, not later, not server. ### 3. No Containerization No Docker, Podman, LXC, Kubernetes, devcontainers, or "run it in a container" approaches. ### 4. No Enterprise Complexity No AD/LDAP/SSO, no Puppet/Chef/Ansible Tower, no Terraform/Packer. ### 5. is the Engine All documentation must be Runme-compatible Markdown executable from VSCodium. --- ## How We Work - **Communication:** Freelancer.com chat. I respond within 12 hours, often much faster....
...focus will be threefold: setting up a robust Jenkins-based CI/CD pipeline, automating our AWS infrastructure (we run our workloads in Kubernetes), and putting solid monitoring and logging in place so the team has clear operational visibility. You will work directly with three developers and a QA engineer, guiding best practices while getting hands-on with the code, Terraform/CloudFormation templates, Helm charts, and our existing Jenkins files. I expect daily Slack or Teams touch-points and a concise written summary of progress at the end of each week. Deliverables • Fully functioning Jenkins multibranch pipeline that builds, tests, and deploys to our Kubernetes staging and production namespaces. • Infrastructure-as-Code scripts committed to our repo and capa...
This article is a guide for anyone interested in using machine learning frameworks in their organization.