15 Frameworks For Mastering Machine Learning
This article is a guide for anyone interested in using machine learning frameworks in their organization.
I’m looking to weave practical, production-ready artificial intelligence into an established s...micro-services architecture, and validate everything with A/B testing and clear metrics. Deliverables I need from you: • A concise technical assessment outlining AI opportunities and recommended approaches • A phased integration plan with milestone definitions and rollback contingencies • Clean, well-documented code or model pipelines merged into our GitHub repository • Deployment scripts (Docker/Kubernetes) and CI/CD updates for smooth releases • A knowledge-transfer session plus documentation so my in-house team can maintain and iterate on the new AI features If you have solid experience merging AI into live consumer products and can point to ...
Hiring: Site Reliability Engineer (SRE) – Observability (1 month Contract) - Work from Office Location: Pune Employment Type: 1 month Contract Experience: 4–6 Years We are looking for a skilled SRE – Observability Engineer to manage and enhance monitoring solutions across complex systems. Key Responsibilities: • Design and implement end-to-end observability solutions (metrics,...with observability tools: Pandora FMS (preferred), Prometheus, Grafana, ELK Stack, Datadog, New Relic • Strong knowledge of APM, API monitoring, and network monitoring • Hands-on experience with cloud platforms (AWS / Azure / GCP) • Good understanding of Linux systems and networking (TCP/IP, DNS, Load Balancing) • Scripting experience in Python / Bash / Shell &bul...
...Engineer for support our in-house projects. This is a remote role aligned with US working hours. Role Details Location: Remote (US Timings) Experience Required: 5+ Years Note: Budget is fixed. Please do not apply if you are looking to negotiate. Key Responsibilities Design and manage CI/CD pipelines (Azure DevOps, GitHub, Jenkins) Deploy and manage applications on Azure Cloud Work with Docker & Kubernetes for containerization and orchestration Implement Infrastructure as Code (Terraform / ARM templates) Set up and maintain monitoring systems (Prometheus, Grafana, ELK) Ensure security, compliance, and DevSecOps practices Automate tasks using Python, Bash, or PowerShell Support integrations with CRM / MDM / eCommerce systems Required Skills Strong experience with Azure Clo...
...must slot seamlessly into the rest of the pipeline and survive future Turnstile updates. Core expectations • Highly concurrent backend (Python, Node, Go, or comparable) able to scale horizontally without single-point failures • Smart queueing and retry logic so no slot is wasted while avoiding brute-force patterns • Clean, well-documented code, containerised for simple deployment (Docker/Kubernetes preferred) • Real-time metrics and alerting to verify success rates and spot blocks early Acceptance criteria 1. System books at least 95 % of available slots in a controlled test window. 2. Turnstile challenge handling remains stable over 72 h of nonstop traffic. 3. Zero critical errors under a simulated peak of 10 000 concurrent requests. If y...
I need an India-based tutor who can take practical based highly interactive online sessions covering Linux DevOps fundamentals, broader Cloud concepts, and hands-on AWS workflows. Th...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 ...
...high-availability (HA) SaaS infrastructure on Ubuntu Server together with me. The goal is full knowledge transfer. You will act as my "Co-Pilot," teaching me every step so that I can maintain, troubleshoot, and scale the system myself. You should also be open to a long-term relationship for future Q&A and support. The Tech Stack & Requirements: OS: Ubuntu Server (Hardened). Orchestration: Docker & Kubernetes (K3s/MicroK8s preferred). Mail: Mailcow (Docker-based) integrated into the architecture. Web: Apache for PHP applications. Database: MariaDB Cluster & Replication (Galera or Master-Slave with automated failover). Security: 3-Way Backup Strategy (Local, Hot-Standby, Off-site) that is 100% restorable by me. MANDATORY APPLICATION REQUIREMENTS: ...
...Actions, GitLab CI) Integrate security tools (SAST, DAST, dependency scanning) Apply AWS security best practices (IAM, KMS, WAF, Shield) Monitor using CloudWatch, Prometheus, Grafana Handle logging & auditing (CloudTrail, GuardDuty) Work with Docker & Kubernetes (EKS preferred) Perform vulnerability management & incident response Required Skills Strong AWS experience Hands-on IaC (Terraform/CloudFormation) CI/CD automation expertise Knowledge of security tools (SonarQube, OWASP ZAP) Network security & encryption fundamentals Docker & Kubernetes experience Good to Have WAF/CDN (Cloudflare) experience FinOps knowledge Exposure to high-scale systems...
...routing. – Dialer module: click-to-call from any contact record, power/predictive modes, agent disposition codes and auto-logging of every call. Admin & tech requirements • Role-based permissions with audit trail • REST/GraphQL API so we can push data to our BI tools • Responsive web UI (React or Vue preferred); mobile-friendly out of the box • Deployable on AWS, Azure or GCP with Docker/Kubernetes for portability • Source-controlled in Git; weekly staging drops for review Acceptance criteria 1. A user can import 10k+ contacts via CSV without data loss. 2. Outbound WhatsApp template is approved and can be scheduled in a drip that records status updates. 3. IVR routes calls to a live agent or voicemail based on a time conditio...
.../ Go - Scalable system architecture - API design & third-party integrations Frontend Developer - React.js / / Vue.js - Pixel-perfect UI implementation - Performance optimization & responsive design Mobile App Developer - iOS (Swift) / Android (Kotlin) - React Native / Flutter - App Store & Play Store deployment Cloud / DevOps Engineer - AWS / GCP / Azure - CI/CD pipelines, Docker, Kubernetes - Infrastructure as Code (Terraform, etc.) --- Requirements - 3+ years of professional development experience - Strong problem-solving and communication skills - Comfortable working in an async, remote environment - Able to read and write professional English - Experience with Agile / Scrum teams is a plus - Portfolio or GitHub profile is highly encouraged --- What You Wi...
Devops / Server admin for openstack and kubernetes
...claims processing project. The ideal candidate should have strong hands-on experience in backend development and data engineering, and be comfortable supporting in a real-time project environment. Core Technologies: Python (backend services & data transformation) Kafka / Confluent (event-driven architecture) JSON (data modeling & payload handling) MongoDB (data storage, audit, processing state) Kubernetes (deployment & service management) Snowflake (reporting & analytics) Facets (claims processing system) Machinify (payment integrity platform) Cloud & Tools: AWS Docker CI/CD pipelines GitLab / Git workflows Exposure to EKS / ECS / Lambda / S3 / RDS / DynamoDB is an added advantage Responsibilities: Provide ongoing job support to the client Assist in debug...
...not a maintenance job. This is a build-from-scratch role on a modern, AI-assisted stack. If you enjoy greenfield infrastructure work with AI tooling doing the scaffolding and you want to do it as a specialist — not as a secondary responsibility — this role is for you. What You Will Build (Weeks 1–6) • AWS multi-AZ VPC, subnets, NAT gateways, and security groups via Pulumi Neo + Gruntwork • EKS Kubernetes cluster with auto-scaling, HPA, and cluster autoscaler • RDS PostgreSQL Multi-AZ (standard) or Aurora Global (enterprise) with automated backups and failover • ElastiCache Redis, Application Load Balancer, WAF Core Rule Set • Auth0 B2B SSO and MFA configuration • GitHub Actions CI/CD pipeline integrated with EKS • CloudWatch mo...
...ETL pipelines, clean and transform large structured and unstructured datasets, and set up automated data validation. • Model development – research and implement reinforcement learning algorithms, experiment quickly, tune hyperparameters, and evaluate against clear success metrics. • Integration with existing systems – wrap trained models behind REST/GraphQL endpoints, containerise (Docker/Kubernetes), and wire everything into my current Python micro-services stack on AWS. Everything is Python-first, so fluency with PyTorch or TensorFlow, pandas, NumPy, and popular RL libraries (Stable-Baselines3, Ray RLlib, or similar) is expected. Familiarity with CI/CD (GitHub Actions), infrastructure-as-code, and basic DevOps will make collaboration smoother. Deliv...
...Management) Compute Engine, App Engine, Kubernetes Engine (GKE) Cloud Storage, Cloud SQL, BigQuery Networking (VPC, subnets, firewall rules, load balancing) Monitoring & Logging (Cloud Monitoring, Logging) Security best practices Real-world deployments and use cases Terraform (Infrastructure as Code): Terraform fundamentals and setup Writing and managing Terraform configurations Modules and reusable components Remote state management Provisioning GCP infrastructure using Terraform Best practices for production environments Terraform with CI/CD pipelines DevOps Topics: DevOps fundamentals and lifecycle CI/CD pipeline setup and management Tools like Jenkins / GitHub Actions / GitLab CI Version control using Git Containerization using Docker Kubernetes basics and deployme...
...Structure: Cyber Engineering team (~25 engineers) Role within the Identity & Privacy team Exposure to security concepts is a plus Required Skills: Google Cloud Platform (GCP) Scala (preferred) or strong Java (5+ years) Kubernetes (experience deploying services) Kafka (messaging & integration) ETL processes / data integration Strong Java developers willing to work with Scala are encouraged to apply. Responsibilities: Develop and support backend infrastructure services Work with distributed systems and messaging pipelines Deploy and manage services using Kubernetes Collaborate with engineering teams on integrations Engagement Details: Duration: Long-term (next 2 quarters) Mode: Remote Type: Hourly When Applying, Please Include: Relevant experi...
...(AWS preferred) Experience designing reusable frameworks or platform-level components Preferred Qualifications Experience with distributed systems and microservices architecture Experience with validation engines, rule-based systems, or workflow orchestration Experience with security, authentication, and authorization systems Experience with infrastructure-as-code and containerization (Docker, Kubernetes) Financial services or payment systems experience is a plus What We’re Looking For Systems thinker with strong architectural instincts Ability to design reusable, scalable platform components Strong ownership and ability to work across system boundaries Focus on performance, reliability, and clean design...
... portfolio visibility. - Role-Based Access Control: Admin, RM, Ops, and Client roles. Mandatory Integrations - NSE MF Platform (MFSS / NMF-II) - CVL KRA — KYC Verification - AuthBridge — PAN Validation - Bond Aggregator API (GoldenPi / TheFixedIncome or similar) - Payment Gateway (Net Banking / NACH / UPI AutoPay) Preferred Tech Stack React JS, Node.js, PostgreSQL, MongoDB, Redis, Docker + Kubernetes Flutter for mobile (future phase). Open to alternatives with justification. Who We're Looking For Small agency or freelance team (2–4 people) with: - Prior experience in fintech or BFSI platforms - Hands-on experience with NSE MF API integration (strong plus) - Familiarity with Indian KYC/SEBI/AMFI norms - Ability to deliver MVP and iterate in phases What t...
...PM – 10:00 PM (IST) Role Requirements: * 5+ years of experience in DevOps / Production Support * Hands-on experience with Docker & Kubernetes * Experience in supporting containerized applications * Strong troubleshooting and incident management skills * Ability to handle critical production issues independently * Comfortable working in weekend or shift-based roles Good to Have: * Experience with MQTT * Exposure to monitoring and logging tools Project Details: * Work Mode: Remote * Start: Immediate joiners preferred * Engagement: Hourly (Weekend-based) To Apply, please share: * Updated Resume * Total Experience * Experience with MQTT / Docker / Kubernetes * Current Location * Availability to start Serious applicants only. Candidates available for immediat...
...extra clicks. • Tiered subscription logic, metered usage tracking, and in-app billing. You’re free to recommend the stack, but a modern SPA front end (React, Vue, or Svelte) and a robust back end (Node, Go, or Python) that can scale quickly will be expected. Familiarity with Web3 libraries ( / ), smart-contract interaction, and cloud deployment (AWS, GCP, or Azure with Docker/Kubernetes) is essential. Timeline I’d like to see an MVP ready for stakeholder testing as soon as possible, so we’ll iterate in short sprints and review progress frequently. What to include when you reply Share comparable SaaS or crypto payment projects you’ve shipped, the specific tech you used, and the role you played. A concise outline of how you would tackle the bui...
...using Golang * Setting up and maintaining CI/CD pipelines * Handling deployments, monitoring, and general DevOps responsibilities * Troubleshooting issues and ensuring system reliability --- ### What we’re looking for * Around 4 years of experience in DevOps or similar roles * Strong, hands-on experience with Kafka * Good working knowledge of Golang * Experience with Docker and preferably Kubernetes * Familiarity with at least one cloud platform (AWS, Azure, or GCP) * Ability to work independently with minimal supervision --- ### Important * Availability during PST working hours (9 AM – 5 PM) is required * This is a remote freelance/contract role with potential for long-term engagement --- ### Nice to have * Experience with Infrastructure as Code tools (e.g.,...
...storage, and design the retrieval logic so answers always reflect our latest internal knowledge. • Secure integration with our internal systems (REST and a small GraphQL surface). Authentication must respect our existing SSO. • Clear separation between data ingestion, model inference, and orchestration layers so we can maintain and scale each piece independently. • Deployment scripts (Docker/Kubernetes preferred) and concise hand-off documentation. Acceptance criteria – Bot reliably completes the agreed task scenarios end-to-end in our staging environment. – Latency under two seconds for typical queries. – No hallucinations on our benchmark set; fallback escalation when confidence drops. – All code, configs, and instructions c...
I’m scaling an AI-focused product team and need experienced Indian software developers who specialise in back-end web development. The core of our stack is Python (FastAPI) linked to PostgreSQL and Redis, running on Docker and Kubernetes. You’ll be writing robust APIs that feed our machine-learning pipelines, optimising database queries, and shipping clean, well-tested code through GitHub Actions to AWS. Here’s what success looks like: • Design and implement secure, documented REST endpoints that meet given Swagger specs. • Write unit and integration tests to 90 %+ coverage. • Containerise services and create CI/CD workflows so that each merge spins up a reproducible staging build. • Deliver concise weekly progress not...
...Write setup guides for future developers Ensure system is audit-ready for institutional partners TECHNICAL REQUIREMENTS MANDATORY SKILLS (The "Generalist" Mastery): Expert-level React (TypeScript) - 4+ years Expert-level Node.js (NestJS/Express) - 4+ years Expert-level Python (FastAPI) - 3+ years PostgreSQL or MongoDB - Advanced proficiency REST API design and implementation Docker and Kubernetes (basic to intermediate) Git and CI/CD pipelines Linux server administration Strong English communication NON-NEGOTIABLE REQUIREMENT: Fintech Experience: Previous work with payment gateways, reconciliation tools, or banking middleware. You must have built or integrated systems that handle financial transactions. │ This is critical - banking partners will audit...
...resolve issues related to cloud services and applications. - Provide technical guidance and support to other team members on cloud technologies. Skills and Tools Required: - Proficiency in Python and Go Lang for application development. - Experience with cloud platforms such as AWS, Google Cloud Platform, or Microsoft Azure. - Knowledge of containerization technologies, including Docker and Kubernetes. - Familiarity with cloud architecture patterns and best practices. - Strong understanding of RESTful APIs and microservices architecture. - Experience with Infrastructure as Code (IaC) tools such as Terraform or CloudFormation. - Good understanding of security best practices in cloud environments. - Ability to work collaboratively in a fast-paced and agile environment. - Excellent...
We are looking for an experienced DevOps engineer to complete a 2–3 week Proof of Concept (POC). Scope: - Migrate 2–3 Dockerized microservices to Kubernetes (Linode LKE) - Setup NGINX Ingress and load balancing - Integrate Cloudflare (DNS, SSL, routing) - Update Jenkins CI/CD pipeline for Kubernetes deployment - Ensure MongoDB connectivity Requirements: - Strong experience with Kubernetes, Docker, Jenkins - Experience with Cloudflare and Ingress setup - Ability to complete within 60–75 hours This is a short-term project with potential for long-term work.
...pipeline inside Azure DevOps. The core work sits firmly in the Pipelines service, but you will also be threading together the wider toolchain that supports our stack: • Source lives in GitHub and will continue to be the single source of truth. • Infrastructure is declared in Terraform. • Deployments target a Kubernetes cluster. Your first task is to design and script the end-to-end pipeline (build, test, security scan, Terraform plan/apply, container image build, and Kubernetes deploy) using Azure DevOps YAML. Re-usable templates, variables, and environments should keep everything tidy and portable. I expect gated stages, clear approvals, and meaningful release notes generated automatically. Once the core flow is in place, hand-off must include: 1. C...
...Device certificate management Token rotation & revoke mechanism 6. Scalability & Reliability Support hingga ribuan device (high concurrency) Queue system (Kafka / RabbitMQ / Redis) Fault-tolerant architecture Tech Stack (Flexible) Kami terbuka dengan stack, tapi prefer: Backend: Golang / Node.js Frontend: React / Mobile/Agent: Native / cross-platform sesuai OS Infra: Docker, Kubernetes (optional) Cloud: AWS / GCP / lokal server Kriteria Freelancer Berpengalaman di distributed system / scalable backend Pernah handle IoT / device communication jadi nilai plus Paham security best practices Bisa komunikasi aktif & kasih insight (tidak hanya coding) Cara Kerja Project bisa milestone-based atau ongoing Open diskusi untuk arsitektur & improvement D...
...Device certificate management Token rotation & revoke mechanism 6. Scalability & Reliability Support hingga ribuan device (high concurrency) Queue system (Kafka / RabbitMQ / Redis) Fault-tolerant architecture Tech Stack (Flexible) Kami terbuka dengan stack, tapi prefer: Backend: Golang / Node.js Frontend: React / Mobile/Agent: Native / cross-platform sesuai OS Infra: Docker, Kubernetes (optional) Cloud: AWS / GCP / lokal server Kriteria Freelancer Berpengalaman di distributed system / scalable backend Pernah handle IoT / device communication jadi nilai plus Paham security best practices Bisa komunikasi aktif & kasih insight (tidak hanya coding) Cara Kerja Project bisa milestone-based atau ongoing Open diskusi untuk arsitektur & improvement D...
... - Create a mobile-friendly interface for interacting with AI agents. - Develop apps using React, React Native, or Flutter. - Implement real-time interaction (chat, streaming responses, agent feedback). Security & Infrastructure: - Implement secure authentication systems (JWT or OAuth). - Deploy applications on cloud platforms (AWS, GCP, Azure). - Use containerization tools like Docker and Kubernetes. - Ensure data privacy and secure API integrations. Ideal Skills: - Strong experience with LLMs and Agentic AI systems. - Hands-on experience with LangChain, AutoGen, CrewAI, or similar frameworks. - Knowledge of prompt engineering, tool use, and agent orchestration. - Experience with vector databases (FAISS, Pinecone, Weaviate). - Strong backend skills in Python. - Familiari...
We are building a multi-region, compliance-focused SaaS architecture for healthcare systems where data must remain within country boundaries (India, US, UAE). The system is already partially implemented and running across multiple environments using a hub (control plane) + regional pods (data planes) architecture. We are now expanding and refining critical components. We are looking for an experienced backend/cloud engineer to help with: * Improving onboarding and routing logic across regions * Strengthening API security (token handling, session validation, encryption flow) * Optimizing database performance (avoiding N+1 queries, improving query patterns) * Ensuring consistency across multi-environment deployments * Debugging real-world production issues across distributed systems Tech...
The core framework is already in place: Java 17, Selenium WebDriver and a containerised execution environment that spins up in Kubernetes through Skaffold. What I still need is a complete Cucumber layer that drives true end-to-end scenarios. Scope of work • Write Gherkin features that mirror our main user journeys (login, purchase flow, profile management and a couple of admin paths). • Implement step definitions in Java, reusing existing WebDriver helpers. • Make the suite run consistently in headless Chrome; the Docker image you build will be launched by Skaffold inside the cluster. • Produce readable HTML/JSON reports and wire the exit codes so that they break the CI pipeline when a scenario fails. • Document how to add new scenarios and how to...
I need a production-ready web application plus companion iOS and Android apps that together run a fully fledged marketplace for buying, selling and renting property, as well as hiring speciali...later • Secure authentication, push notifications, basic analytics hooks • Codebase that is easy for another team to extend Deliverables 1. Responsive web app (React, Vue or similar) 2. Native or high-performance hybrid iOS & Android apps published to the stores 3. Admin panel with full package, location and account-type controls 4. API documentation and deployment scripts (Docker/Kubernetes or equivalent) 5. Short hand-off session and 30-day bug-fix window If this matches your expertise, let’s discuss the technical stack you suggest and a realistic time...
We are LLM Core AI, looking for a top-tier Developer/Architect to build an MVP for a global B2B marketplace for enterprise server memory (RDIMM/ECC RAM). The project is based on the Virto Commerce Open Source platform and focuses on "Agentic Commerce" where AI agents can autonomously negotiate and trade. Key Tasks: V...of DI, Reflection, and framework extensibility. Virto Commerce Experience: Proven experience with VAA (Atomic Architecture) and PBC (Packaged Business Capability). AI Protocol Knowledge: Hands-on experience with Model Context Protocol (MCP) or LLM Tool-calling mechanisms. Architectural Depth: Strong understanding of Clean Architecture, DDD, and 3-Tier systems. DevOps: Experience with Kubernetes and Azure Application Insights for enterprise-grade m...
...1 AA accessibility. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ TECH STACK • Frontend: React/ + TypeScript, Tailwind, WebSocket • Backend: Node.js or Python (FastAPI), event-driven async, message queue • AI/LLM: LangChain, Claude API (primary), GPT-4 (fallback), third-party detection APIs • Database: PostgreSQL, Redis, Elasticsearch, Vector DB (Pinecone/Weaviate) • Infra: Docker/Kubernetes, AWS or GCP, Terraform, GitHub Actions CI/CD • Security: OWASP Top 10, TLS 1.3, AES-256, zero-retention processing, pen test before launch • Performance: Page load ≤2s, detection ≤60s video / 30s audio / 10s text, 99.5% uptime ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 60-DAY SPRINT TIMELINE Phase 1 — Core MVP (Days 1–25): Archit...
I need a seasoned Azure architect to steer a full migration of our on-premises servers into Microsoft Azure. The move touches three core services—Azure Virtual Machines for lift-and-shift workloads, Azure SQL Database for our data tier, and Azure Kubernetes Service for containerised applications—so you will need demonstrable experience designing, provisioning, and optimising each of these. The assignment starts with a discovery of our current estate, followed by a high-level architecture that maps every workload to its Azure counterpart while respecting security, resiliency, and cost-control best practices. From there I want hands-on guidance through the build, data transfer, cut-over, and post-migration tuning stages. Acceptance criteria • A clear migration roa...
...auto-scaling groups) Monitoring & observability (Prometheus + Grafana, or at least basic logging/metrics) Cloud deployment (AWS ECS, DigitalOcean App Platform, Render, , or Kubernetes basics) Rate limiting & throttling (slowapi or custom logic for high-load scenarios) Basic DevOps (CI/CD with GitHub Actions, environment variables, secrets management) Nice-to-Have / Bonus Skills Lovense Standard Socket API (or similar toy/hardware API experience) Buttplug-py / Intiface integration Audio processing (Librosa or similar) Previous experience with adult/tech toy sync apps or real-time multiplayer systems Kubernetes or Terraform for advanced auto-scaling Experience Level Required Senior (6+ years professional Python experience) At least 2–3 shipped production ap...
Frontend Developer Skills Core Languages: Mastery of HTML5, CSS3, and JavaScript (ES6+). Frameworks/Libraries: Proficiency in React, Angular, Vue.js, or Svelte. Styling/CSS Preprocessors: Sass, LESS, Bootstrap, Tailwind CSS. Build Tools: Vite, Webpack, Babel. Versio...Management: Knowledge of SQL (PostgreSQL, MySQL) or NoSQL (MongoDB) databases. Frameworks: Express (Node.js), Django/Flask (Python), Spring (Java), Rails (Ruby). API Development: Creating and consuming RESTful APIs, SOAP, or GraphQL. Security Principles: Implementing authentication (OAuth, JWT), handling data security, and mitigating vulnerabilities. DevOps/Server Basics: Familiarity with Docker, Kubernetes, AWS/Azure/GCP, and CI/CD pipelines. Data Structures & Algorithms (DSA): Essential for building optimized, sc...
...for the core services and Kubernetes to orchestrate the GPU containers across diverse hosts. You’ll be shaping a high-performance, fault-tolerant backend that can scale from dozens to thousands of nodes without manual babysitting. Phase 1 focuses on three cornerstone capabilities: • Automated workload distribution – smart scheduling that assigns jobs to the right GPU in milliseconds. • Node monitoring and management – real-time health, performance metrics, and self-healing logic. • Payment integration – accurate metering plus on-chain settlement so operators are paid automatically for every compute cycle they contribute. Core features I need implemented: • Scalable GPU clusters: nodes should auto-register, benchmark themselves, and ...
...Language: Support for USD/CDF and English/French interfaces. Technical Stack Preferences: We are open to your professional recommendation, but our initial architectural vision includes: * Frontend: , React, PHP, or Angular (Responsive Web). * Backend: Laravel, Spring Boot, or NestJS. * Database: PostgreSQL or MySQL with Redis for caching. * Infrastructure: AWS or Azure using Docker/Kubernetes. Developer Requirements: * Proven experience building SaaS/Multi-tenant applications. * Strong understanding of Relational Database Design (ERDs provided in PRD). * Experience with Fintech/Payroll integrations and automated document generation. * Ability to implement Role-Based Access Control (RBAC) and high-level data encryption. * Excellent communication skills (English or French). D...
I already have a small shell-and-Python tool that logs in to IBM Cloud, pulls the Kubernetes YAML manifests from my IKS cluster, and then pushes the edited versions back. What I am missing is true automation: each time the script runs it should detect the latest versions of those manifests, apply a predictable set of configuration changes, commit them, and redeploy—without any manual edits in between. Here is what needs to happen. The current script authenticates, downloads the YAML files to a local workspace, and stops. Your task is to extend it so that it automatically performs the required configuration changes (mostly key-value tweaks to existing fields), then pushes the updated files to the same cluster. I plan to trigger this through a simple cron job, so idempotency an...
...private or enterprise AI/LLM systems • Strong backend development skills (Python, Node.js, or similar) • Experience deploying self-hosted/open-source LLMs • Strong understanding of secure system design and data governance • Experience with APIs and complex data integrations • Familiarity with cloud infrastructure (AWS, Azure, GCP) or on-prem systems • Experience with containerization (Docker, Kubernetes) ⸻ Nice to Have • Experience in airline operations, dispatch systems, or flight planning tools • Knowledge of aviation data standards (e.g., AIDX, ARINC) • Experience with geospatial or route optimization systems • Familiarity with secure or regulated environments (aviation, defense, finance) ⸻ Engagement Details &bu...
...• Module development: break monolithic configs into reusable, versioned modules that work across environments. • State management: set up a secure remote backend, locking, and a clear workflow for team collaboration. Tech landscape Most of the application code lives in Python, Java, and JavaScript (React/Angular on the front end). Our broader toolchain includes GitLab CI, Ansible, Docker, Kubernetes, and a growing ML pipeline—so anything you produce should slot neatly into that ecosystem. Deliverables 1. Clean, tested Terraform code that provisions the target cloud resources via IaC. 2. A set of documented modules with input/output variables and examples. 3. Remote state backend configuration (with encryption and locking). 4. A short write-up or Loom vid...
I’...database and message queue • Analytics pipeline that ingests field data, processes it for real-time dashboards, and exposes a predictive model endpoint • Clean API documentation and a short hand-over walkthrough Tech you should be fluent with AWS (Lambda, Fargate/ECS, Dynamo or RDS, CloudWatch) Google Cloud (Cloud Functions or Cloud Run, Pub/Sub, BigQuery) Containerisation with Docker & Kubernetes, CI/CD, and a modern data stack (Spark/Flink, Kafka, or similar). Solidity or other blockchain skills would be a plus. I’ll review code quality, deployment repeatability, and performance benchmarks before signing off each milestone. If you’re confident moving smoothly between AWS and GCP and excited about applying data science to agriculture...
...with MongoDB, including aggregation frameworks, indexing strategies, and sharding/replication. * Search Engine Proficiency: Proven track record of implementing Elasticsearch at scale, including tuning relevance scoring and managing large-scale clusters. * Integration: Solid experience with Spring Data MongoDB and Spring Data Elasticsearch. * Infrastructure: Hands-on experience with Docker, Kubernetes, and cloud providers (AWS/GCP/Azure). * Testing: Commitment to high code quality through JUnit, Mockito, and integration testing for data layers. Preferred Qualifications * Experience with Elastic Stack (ELK) for observability and logging. * Familiarity with event-driven architectures to handle asynchronous data updates. * Knowledge of AI-driven search enhancements (e.g., vect...
...OAuth2-based identity flows. * Develop and integrate REST APIs. * Contribute to a cloud-based microservice architecture. * Collaborate with architecture and security teams in a regulated environment. Required Skills / Must-Haves * Several years of experience in Java backend development. * Excellent knowledge of Java 21 and Spring Boot. * Experience with Apache Kafka. * Experience with Docker and Kubernetes. * Experience with cloud-based architectures. * Knowledge in Identity & Access Management (IAM). * Experience with OpenID Connect (OIDC) and OAuth2. Preferred Skills / Nice-to-Haves * Experience in healthcare applications. * Experience with Telematics infrastructures. * Experience in highly regulated IT environments. Framework * Start: now * Duration: 8 Months * Workload...
...Docker or containerized environments --- Required Experience - cybersecurity architecture - DevSecOps practices - cloud security (GCP, AWS, or Azure) - secure software development workflows - experience protecting proprietary systems or fintech infrastructure --- Preferred Experience - algorithmic trading infrastructure - API security - Python security auditing - container security (Docker/Kubernetes) --- Project Scope Phase 1 includes: - designing a secure system architecture - implementing cloud access controls - establishing code collaboration policies - preventing data exfiltration and backdoors Future phases will involve securing proprietary trading logic and automated execution systems. --- Deliverables - security architecture plan - infrastructure security co...
Job Requirement: DevOps / Server Administrator (OpenStack on Kubernetes) We are looking for an experienced DevOps Engineer / Server Administrator to deploy OpenStack on top of Kubernetes. The goal is to build a complete infrastructure setup from scratch, including installation, configuration, and proper documentation of the entire process. Responsibilities: Deploy and configure OpenStack on Kubernetes Set up the environment from ground zero Ensure the deployment is stable, scalable, and production-ready Provide clear and complete documentation for the setup process Requirements: Proven experience with OpenStack deployment Strong knowledge of Kubernetes and container orchestration Experience with Linux server administration and DevOps practices Abil...
We are looking for an experienced GraphQL Engineer with strong skills in C# .NET and Microsoft Azure to help design and build scalable GraphQL A...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 ar...
...Define the tech stack together (I am leaning toward React or Vue on the front end and Node.js, Django, or Laravel on the back end, but I am open to your recommendation). 2. Produce wireframes/prototypes so we can lock the UX early. 3. Develop the MVP in sprints, ship to a staging environment, then harden for production. 4. Hand over full documentation, tests, and deployment scripts (Docker/Kubernetes, CI/CD). Acceptance criteria • A tenant can sign up, invite team members, assign Admin or Manager roles, and start creating rental assets. • Every API call is authenticated and data stays fully segregated between tenants. • The interface loads in under 2 s on a mid-range mobile device. • Source code passes automated tests and a manual review. If th...
This article is a guide for anyone interested in using machine learning frameworks in their organization.