Cluster computingcông việc

Chào mọi người, mình là newbie mới tập dùng Google Cloud sử dụng cho việc học và nghiên cứu ạ Hiện mình muốn tạo Nested virtual machine (Window) trên Google cloud nhưng vẫn chưa tạo được Có anh/chị nào nắm sơ về Cloud Computing hỗ trợ tạo trực tiếp 1-1 giúp em được ko ạ Phí thương lượng ạ

...Science Intern," "Machine Learning Intern," or "Telecommunications Intern." Experience Level: Strictly filter for "Internship" or "Entry-Level" (0-1 years of experience). Do not apply to mid-level or senior roles. Relevance Check: Briefly scan the job description. The role must require skills that match my resume (e.g., C++, Java, Python, hardware-software integration, digital logic, or cloud computing). If it requires skills I do not possess (like specialized medical software or 5+ years of experience), skip it. 2. Apply: Fill out the application accurately using only the information provided in my documents. 3. Submit: Submit the application using a designated email address I will provide. 4. Confirm (Mandatory): Forward every s...

...systems Location: On-site United States (with occasional travel) Employment Type: Full-time Working Duration: Long term Company and Business Context Company Stage: Scaleup to Enterprise Company Size: 200 to 500 employees Business Expansion Area: Advanced electronics, connectivity systems, and high-performance hardware integration Target Applications: Datacenter AI and ML systems High-performance computing (HPC) Advanced automotive systems Business Objective of This Role This role exists to design and deliver high-speed optical transceiver systems from concept through production, ensuring performance, scalability, and manufacturability. Key objectives: Develop production-ready PAM4 optical transceivers Ensure system performance across RF, photonics, and integration layers Drive ...

Looking for Dynatrace training on your setup environment for following points Daily 2-3 hrs per day. 1)Creating cluster node based dynatrace kit and creating Ui install or join with another cluster node. 2) uninstall active gate and uninstall cluster node on windows and linux environment. 3)Configuration of Monitors and Alert handling. Observability and Davis AI 4)Handling the Dynatrace OneAgent andActive Gate Installations. 5)App Onboarded more than 10+ Application both infra and full stack. (Docker Node ) 6)Created own custom extension for Database based on the client requirement SQL queries. 7)Monitoring Servers, Network , VMware infa , Cloud and application Performance of onboarded apps. 8)Creating host group and Management zone and alerting profile. 9)Creating da...

Trabajo con archivos .txt que pesan entre 1 GB y 10 GB y necesito acelerar su descarga y análisis en Apache Spark; después, esos datos se consultarán desde mis procesos de Spring Batch. Busco a alguien que revise mi flujo actual, identifique cuellos de botella y proponga mejoras (particionamiento, paralelismo, tuning de cluster, uso de cachés, compresión, etc.). La tarea incluye implementar un job de Spark que lea los textos, realice un análisis de datos básico (conteos, filtros, validaciones sencillas) y deje el resultado preparado para que Spring Batch lo consuma sin cambios adicionales. Al finalizar espero: • Código y scripts listos para producción (Scala o PySpark, lo que domines). • Guía breve ...

...from roughly 500 sq ft up to 2,500 sq ft, then present the concept visually so prospective tenants can picture themselves in the building. Key physical constraints: we have about 12 ft of clear height; interior partitions should stop at roughly 8 ft, each bay receiving a 4–8 ft-wide door for easy movement of tools and pallets. I’d also like shared amenities—restrooms, a modest break room and a cluster of rentable office cubes or rooms—integrated into the plan without sacrificing too much leasable area. Here is what I need from you: • Optimised floor-plan showing all unit sizes, circulation aisles, shared amenity blocks and loading access. • At least one high-quality 3D render (SketchUp, Revit, or comparable) that I can forward to potential ...

...linking structure 13. PERFORMANCE REQUIREMENTS Page load under 2.5 seconds Image compression enabled Lazy loading enabled Minimal plugins used 14. TRUST & LEGAL Privacy Policy (AdSense + cookies compliance) Terms of Service Contact page with real email No placeholder/demo content allowed 15. CONTENT EXECUTION RULE Minimum 2–3 SEO articles per week after launch Each city builds a topical authority cluster All articles must internally link to related content 16. GROWTH SYSTEM (POST-LAUNCH) Keyword research → content creation → publish → internal linking → monthly updates Backlink outreach (local sites, directories, partnerships) Weekly conversion optimization (CTAs, forms, layout testing) 17. FINAL OBJECTIVE This is NOT a blog. This is a full relocatio...

...painting that captures a rhododendron in lifelike detail. The final artwork should look as if it could be a photograph at first glance, yet retain the subtle brushwork and depth that only a skilled digital painter can achieve. Please paint in a true-to-nature style—accurate petal structure, believable lighting, and rich botanical color are important. I’m imagining a single bloom or a small cluster against a soft, unobtrusive background, but I’m open to your composition ideas as long as the flower remains the clear focal point. Deliver a print-ready PNG or TIFF (minimum 4000 px on the longest side) plus the layered source file from your preferred software so I can make minor color tweaks if needed. Let me know your approach, estimated turnaround, and any re...

I have a custom-built e-commerce store hosted on Hostinger. I already own the domain; what’s missing is a proper server-side configuration so the URL loads the storefront and every f...stack you prefer) so requests hit the correct build folder. 3. Wire up the MongoDB connection in the app’s environment variables and confirm CRUD operations work from the storefront (product listing, cart updates, order creation). I’ll consider the job finished when: • The URL loads the home page without 4xx/5xx errors. • All store actions successfully read from and write to the MongoDB cluster. • SSL padlock shows green in modern browsers. Please outline roughly how long you’ll need and any details you require from my side (SSH, cPanel, etc.). Look...

...large-format backdrop created for an upcoming medical conference. The look should stay strictly professional and formal, aligning with the clean, trustworthy feel typical in healthcare settings—think crisp lines, restrained colour palette and clear hierarchy that reads well from a distance. Content to weave into the layout: • Prominent placement of the event title and date • A balanced strip or cluster of sponsor logos (all supplied as vector or high-res PNG) • Visual space for our key product imagery so attendees instantly recognise what we offer Please supply a print-ready file (CMYK, 300 dpi) plus the editable source (AI or layered PSD) and a scaled JPEG proof for quick approvals. Final dimensions will be 4 m × 3 m and 3m x 3m with 5 cm ble...

proxmox: network, routing, network interfaces, needs to be configured. need an absolute expert i have a single server with 2 Nics (one to hetzner, one to a 1 gb switch) and a 4 node cluster with 4 NICS (nic0 is connected to ISP, NIC1 is connected to the 1 gb switch, and 2 x 10 gb NICs). i need somebody with in_deep knowledge about networking. NO GUI IS AVAILABLE only working on my notebook No trolls needed. if i see you klick around and have no idea, i cancel the job (i can do itmyself, actually, i do it and it hasent worked out) AND STOP, BID ON THE JOB AND CHANGE THE PRICE LATER, AND ALSO NOT IF YOU TELL ME YOU NEED 3 DAYS, IF YOU KNOW WHAT YOU ARE DOING - ITS maybe 3 hours

...systems Experience with video streaming/CDN platforms (Bunny Stream or similar) Proficiency in database optimization (SQL/NoSQL) Familiarity with caching layers (Redis or equivalent) Strong debugging and profiling skills Experience with DevOps practices (CI/CD, Docker, cloud environments) Nice to Have Prior experience auditing or rescuing poorly structured large codebases Knowledge of edge computing/CDN optimization Experience with observability tools (Datadog, Grafana, etc.) Candidate Profile:- Based in Chandigarh, Mohali, Panchkula, or nearby regions Strong problem-solving mindset with attention to architectural detail Comfortable working with complex and messy codebases Ability to provide actionable, practical recommendations—not just theoretical feedback What Succe...

I will share a doc with detials about the project.

Our live-event ...covering geo mix, think-time and ramp patterns • Orchestrate step and spike tests up to 100 K active sessions • Capture system-wide metrics and trace bottlenecks (autoscaling, DB locks, queue back-pressure, etc.) • Deliver a concise report with findings, graphs and remediation suggestions Acceptance criteria: reproducible test scripts in Git, Terraform/Kubernetes manifests for the load cluster, run book, results dashboard link and a PDF summary highlighting every threshold breach. When you reply, include past work that proves you’ve handled similar-scale traffic, outline the stack you’d choose, explain how you separate API from browser testing, cite the largest load you’ve executed and describe how you validate payments safe...

...improve reliability and performance in rural and infrastructure-limited environments. The presentation should be visually engaging, easy to follow, and designed to support a 45-minute seminar. Key Topics to Cover: Rural connectivity challenges and limitations Introduction to WAN bonding (MPTCP) Benefits: redundancy, bandwidth aggregation, failover Introduction to AI edge networking Role of edge computing in reducing latency and improving performance Combined solution: WAN bonding + edge networking Real-world applications (healthcare, education, public safety, agriculture, utilities) Practical deployment concepts and architecture Slide(s) referencing a live demo (Booth #29) Q&A slide Requirements: 35–40 professional slides Clean, modern design (conference-level qual...

I’m looking for a quick-acting helper to set up, load, and keep tidy a Memcached cluster that will hold live user-session data for one of my web applications. The instances are already provisioned; what I need is the expertise to populate them efficiently and keep them healthy under constant read/write traffic. Your focus areas • Script the initial population, including key naming conventions, TTL rules, and eviction strategy settings so the cache performs predictably. • Build lightweight maintenance jobs that purge stale or orphaned keys without interrupting active sessions. • Add basic monitoring hooks (Prometheus, Datadog, or a tool you prefer) so I can track hit/miss rates, memory usage, and slab fragmentation in real time. • Deliver concise do...

...translate those insights into practical tools we can run in-house—Excel or Google Sheets models are fine, but the logic must be easy to port into our ERP later. Deliverables • Dynamic OTB calculator that rolls forward each period and highlights buying capacity versus plan. • End-to-end S&OP template linking demand, supply, and capacity with clear exception alerts. • MSQ matrix per store cluster showing minimums, reorder points, and recommended order quantities. Acceptance criteria The models have to refresh off a single data dump, reconcile to our opening inventory within 0.5 %, and generate purchase recommendations we can action straight away. If you’ve built similar retail inventory solutions and can walk me through the maths as wel...

...580 Datensätze mit Postleitzahlen und möchte sie in Excel als übersichtliche Punktkarte Blasenkarte auf einer Landkarte darstellen. Aufgabenstellung • In einer einzigen Excel-Datei soll eine Punktkarte entstehen, die alle 580 Standorte korrekt platziert. • Die Punkte sollen entsprechend dem vorgegeben Wert unterschiedlich gross sein. • Die Karte soll sauber formatiert sein, damit sich Cluster und Einzelpunkte klar erkennen lassen (farbliche Abgrenzungen oder dezente Beschriftungen sind willkommen, solange die Lesbarkeit gewahrt bleibt). Damit Sie direkt loslegen können, stelle ich eine Excel-Tabelle mit Spalten für Postleitzahl, Beschreiung und Wert bereit. Bitte nutzen integrierte Excel-Mapping-Funktionen oder Power Map/3D Maps...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

...presentation to be delivered on the submission date. Topic The freelancer will research and write about one of the following topics IN Saudi Arabia (to be agreed upon): • Data Mining & Big Data • E-Government • E-Business & E-Commerce • Intranet & Extranet • Collaboration & Social Business • Blockchain Technologies (Cryptocurrencies, Distributed Ledgers, etc.) • Cybersecurity • Mobile and Cloud Computing • Fintech (Proptech, Insurtech, Regtech, etc.) Deliverables 1. Written Report (10–15 Pages) The report must follow the structure below: • Title Page – Project title, student name(s), computer ID, course number, section, instructor name, and submission date • Introduction – Description of the...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

My production PostgreSQL 13 cluster moves thousands of transactions every second and can’t afford more than a few minutes of downtime. Day-to-day operations are solid, yet I want iron-clad confidence that any disaster—hardware failure, accidental DROP, or site outage—can be reversed quickly. Speed of recovery is the single most important goal. Current state • Full and differential backups run with pgBackRest, alongside continuous archiving for point-in-time recovery. • Backups land in a dedicated repo in DC-A, then the entire pgBackRest repository is replicated to DC-B with rsync. • I have observed lag in rsync that occasionally leaves standby servers waiting for the latest WAL segments. What I need 1. A reviewed and improved backup/recover...

Submission: Report, Presentation, Link to the Recorded Demo and Explanation, Source Code1. Problem Statement    Clearly define the problem or challenge the project addresses (e.g., scalability, security, cost optimization, or resource management).    Include a brief explanation of why this issue is important and its relevance to cloud computing.2. Literature Reference    Summarize 3–5 key references (research papers, articles, or whitepapers) related to the project.    Highlight existing approaches, their limitations, and how they relate to your problem.3. Existing Results    Present the outcomes or benchmarks from previous studies or solutions in the domain.    Use graphs, tables, or key metrics (if available) to hig...

...attributes: Latitude, Longitude, Depth, and Magnitude. Unsupervised Machine Learning: * Implement K-Means Clustering to group seismic events. Provide an Elbow Method plot to justify the optimal number of clusters (K). 3D Visualization: * Create an interactive 3D Scatter Plot (using Plotly or similar) where earthquakes are plotted by Lat/Long/Depth. Color-code the points by their AI-assigned Cluster ID and size them by Magnitude. Geophysical Statistics: Create a function to calculate the b-value (Gutenberg-Richter Law) for the identified clusters. Deliverables: A clean, commented Jupyter Notebook or Python script that I can run on my Mac. Technical Requirements: Expertise in Scikit-Learn (K-Means, StandardScaler). Experience with Pandas and Plotly/Matplotlib. Background ...

...ready and waiting. • I only want a one-time, manual deployment—no CodePipeline, no GitHub Actions. • Once deployed, the service should be reachable through a public endpoint (an Application Load Balancer on Fargate is perfectly fine, but I’m open to whatever you consider the simplest path). Deliverables 1. Tag, push, and verify the Docker image in my existing ECR repo. 2. Create the ECS cluster, task definition, and service that reference that image. 3. Configure networking (subnets, security groups, ALB) so I can hit the health route from a browser. 4. Hand over the AWS CLI or console steps you followed so I can repeat the process later if needed. Success is a green ECS service and an URL that responds with the Actix health check. I’ll p...

...Responsibilities Writing Efficient Code: Creating clean, maintainable, and well-documented code. Debugging: Identifying and fixing errors in existing software. Version Control: Using tools like Git and GitHub to manage code changes. Database Management: Designing and managing data structures using SQL or NoSQL databases. System Optimization: Ensuring high performance, scalability, and security. Cloud Computing: Developing services delivered via platforms like AWS, Azure, or GCP. Michigan Technological University Michigan Technological University +4 3. Specialized Roles Frontend Development: Focusing on the user-facing side, building interfaces using HTML, CSS, React, or Vue. Backend Development: Building the server-side logic, databases, and APIs. Full-Stack Development: Workin...

...must involve Quantum computing techniques using Pennylane. PyTorch, TensorFlow or another mainstream framework is fine as long as the solution is reproducible and easy to extend. Key deliverables: • Well-commented source code (data loading, model, training loop, evaluation) • Clear instructions to run training on a fresh machine (README or notebook) • Metrics report showing accuracy, precision, recall and F1 on a held-out set • Exported model weights and a small inference script or API endpoint for batch prediction Trained embeddings (e.g., BERT, RoBERTa) are acceptable, but if you opt for lighter models please ensure comparable performance. Provide any custom preprocessing utilities you write. When you reply, focus on your experience with similar Qu...

...one glance) 6 KPI Cards: Total Footprint, Completed , Scheduled , Pending , Not Started , Issues Stacked bar chart: Technology vs Status count Slicers: Technology, Environment, Quarter Page 2 — Oracle Detail Clusters + Servers count by category: Exa_Prod, Exa_NonProd, NonExa_Prod, NonExa_NonProd DB PSU patching status per cluster JDK activity per cluster — servers done vs pending Color-coded status table with CHG# and INC# Page 3 — PostgreSQL Detail No cluster names — server-level tracking only Two version streams: 14.x Non-Patroni and 17.x Patroni shown separately Servers patched, scheduled, pending, not started per stream Page 4 — YugabyteDB Detail Universe-level tracking — no DB count needed Total Nodes, Nodes U...

...2: K-Means Clustering ()** Using the cities dataset: 1. Apply the **K-means clustering method** with **k = 3** to group the cities. 2. Analyze and describe the resulting clusters: * What defines each cluster? * Are the groupings meaningful? Provide a short report explaining your findings. 3. Evaluate the choice of **k = 3**: * Is this number of clusters appropriate? * Would another value of k produce more useful or meaningful results? Justify your answer. --- ## **Simple Summary** * Use **Naïve Bayes → classify customers** * Use **K-means → cluster cities** * Then **interpret and evaluate both results** --- If you want, I can also turn this into a **full solution/report format (introduction, methodology, results, conclusion)** ready fo...

...Objets à corriger et améliorer une présentation académique de 40 minutes, entièrement en français, destinée à des professionnels en milieu de carrière. Contenu attendu • Applications pratiques de l’IA, appliqué en énergie solaire. • Tendances actuelles de l’IoT et leurs implications industrielles. • Synergies entre IA et IoT : comment combiner analyse de données, capteurs connectés et edge computing pour créer de la valeur. Livrables 1. Explication détaillée de quelques models IA et cartes IoT. 2. Un court résumé exécutif (1 page) à distribuer aux participants. 3. Une bibliographie ou liste de ressources...

I am working on an academic research project focused on multi-cloud resource orchestration using a decentralized framework called IMACO (Intelligent Multi-Agent Cloud Orchestration). Currently, I have implemented a Python-based simulation system that includes: Task scheduling using real workload data (Google Cluster Workload Traces) Existing scheduling strategies: Round Robin (RR) Cost-based scheduling IMACO (adaptive rule-based scheduler) objective : I want to extend the system by implementing: 1. MAS-Cloud+ (Multi-Agent System) Each cloud provider should act as an independent agent Agents evaluate tasks using scoring logic (cost, latency, load, SLA) A coordinator selects the best agent for task allocation Output must match existing format for comparison 2. Reinforcement Learni...

...source code (Python, C++, or another deterministic language you propose) plus a concise technical note explaining the mathematical logic. Acceptance criteria 1. The program sustains continuous, error-free generation of patterns. 2. It resumes seamlessly after interruptions. 3. Any index position can be queried to reproduce its exact parameters. If you have a background in high-performance computing, cellular automata, quantum-inspired algorithms or large-scale numerical simulations, please share relevant examples so we can move quickly into architecture planning. I’m ready to discuss hardware specifics and refine the approach together. Please read the documents, written by me. Yours sincerely, (BSc.) Mark Schervan...

I run a cluster of more than five WordPress sites on DigitalOcean and need someone who can step in as my go-to technical partner. The work is ongoing and will be billed on a monthly maintenance basis, so consistency and reliability matter just as much as raw skills. Each month you’ll make sure everything runs smoothly: applying core, theme, and plugin updates, tightening security, keeping performance on point, and making sure off-site and on-server backups are intact and restorable. The stack is flexible—I’m open to cPanel, Plesk, or working without a panel if that keeps the servers lean—so feel free to recommend whichever setup you believe will serve long-term stability and speed. I’m currently on DigitalOcean droplets and may expand, so your advice ...

...Work ### 1. Complete SEO Audit (Technical + On-Page + Off-Page) * Full website audit (speed, crawlability, indexing issues) * Identify SEO gaps vs competitors * Fix critical technical issues (if any) * Improve Core Web Vitals --- ### 2. Keyword Research & Strategy * Identify high-intent keywords: * “buy cat litter online India” * “best cat litter India” * “tofu cat litter India” * Cluster keywords into: * Transactional * Informational * Map keywords to pages (homepage, product pages, blogs) --- ### 3. On-Page SEO Optimization * Optimize: * Homepage * Product pages (especially Ecolot) * Deliverables: * SEO titles & meta descriptions * H1, H2 structure * Image alt tags * Internal linking structure --- #...

...underlying model and its application are original and must remain completely private during and after development. Deliverables Fully functional web application (hosted or ready for hosting) Clean, well-documented source code User guide and technical documentation Export functionality for graphs and reports Testing and basic deployment support Skills Required Strong experience with scientific computing and data visualization (Plotly, Dash, Bokeh, or similar) Python (preferred) or modern JavaScript full-stack development Experience building interactive dashboards for complex models Understanding of dynamical systems / ODE simulation is a big advantage Professional UI/UX design sense Please apply only if you are comfortable with strict confidentiality and can sign an NDA immedi...

I manage several branches for a Small Finance Bank and need an expert eye to sharpen how work flows through our cluster. The immediate priority is streamlining everyday processes—loan origination, account servicing, compliance checks—so they move faster, use fewer manual hand-offs, and are ready for light automation. Beyond the technical fixes, I also want to deepen my own skill in financial process management: building tighter cost-control loops, setting clearer KPIs, and spotting early-warning signals in the numbers. Finally, I’d like practical tactics for motivating team members on the ground so the new processes actually stick. Deliverables • A current-state map of key workflows with pain points quantified • A future-state design backed by d...

...can use for decision making. 2. End-to-End Architecture The system is structured around a Central Financial Intelligence Layer that stores behavioural features and model outputs. Data Flow Raw financial data Feature store (behavioural signals) ML models Cash flow modules Cash event normalization Recommendation engine Treasury decision interface All modules read from shared features rather than computing their own signals. 3. Central Financial Intelligence Layer This is the core backbone of the system. It stores reusable behavioural intelligence about: customers vendors transactions Key design principles Single source of behavioural truth Customer payment behaviour computed once Used across all models Decoupling Models read features instead of raw ERP data Versioning Every feature...

...of analyses that you could use to answer the scientific question that you are investigating. You must as part of your work generate new secondary data from the primary data that you have found, for example: • Interpolations to make rasters from point data • DEM analyses to make catchments, terrain maps, river systems, susceptibility maps etc – there is a lot you can do with a DEM! • Density or cluster analyses of datasets Once you have planned and thought about how you can do the analyses you can then crack on and build your geodatabase, format your data and do some GIS! You also need to be quantitative – you are scientists! So remember than your analyses need to produce clear output data (facts and figures!). • Collating information Once you have ...

...underlying model and its application are original and must remain completely private during and after development. Deliverables Fully functional web application (hosted or ready for hosting) Clean, well-documented source code User guide and technical documentation Export functionality for graphs and reports Testing and basic deployment support Skills Required Strong experience with scientific computing and data visualization (Plotly, Dash, Bokeh, or similar) Python (preferred) or modern JavaScript full-stack development Experience building interactive dashboards for complex models Understanding of dynamical systems / ODE simulation is a big advantage Professional UI/UX design sense Please apply only if you are comfortable with strict confidentiality and can sign an NDA immedi...

...Transitive) 17. Equivalence Relations 18. Functions & Function Types (Injective, Surjective, Bijective) 19. Function Composition & Inverses --- ### **UNIT 4: Number Theory (VERY IMPORTANT for EE/CE)** 20. Integers & Divisibility 21. Prime Numbers & Fundamental Theorem of Arithmetic 22. Modular Arithmetic 23. Congruences & Modular Equations 24. Applications of Modular Arithmetic (Engineering & Computing) --- ### **UNIT 5: Counting & Combinatorics** 25. Basic Counting Principles 26. Permutations 27. Combinations 28. Binomial Theorem 29. Applications of Counting (Engineering Context) --- ### **UNIT 6: Recursion & Recurrence Relations** 30. Recursive Definitions 31. Recursive Algorithms 32. Recurrence Relations 33. Solving Recurrence Relations...

I need a seasoned MERN developer who can drop straight into a well-documented codebase, grasp the architecture quickly, and get critical production blockers out of the way without hand-holding. The immediate pain points are twofold: stubborn API failures that are breaking key user journeys and a cluster of UI bugs eroding the front-end experience. Alongside those fixes, I also need two high-impact features shipped fast—robust user authentication (JWT-based, social log-ins a plus) and real-time notifications pushed to the client via WebSockets or an equally reliable solution. You’ll be working with MongoDB, , React, and Node.js, so deep knowledge of that entire stack—as well as sharp debugging instincts, clean Git practices, and a knack for performance tuning&...

Technical Mentor & Operative Architect: HA Ubuntu Cluster (Mailcow, Apache, MariaDB Replication) Job Description: [IMPORTANT: READ CAREFULLY BEFORE APPLYING] I am NOT looking for someone to just build a server and hand over the keys. I am looking for a Technical Mentor / Instructor and Operative Architect who will build a 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). ...

...100, treat this as test of conecpt, how to handle 100 leads... The existing site is built in koddiee hostinger - which seems to be the most redarded vibe promaming tools for anything above a landing page - blames other providers, suggets third parties, then third parties want AI credit for what Kodiee said it can do,,,,, in reality, great place to start the visual of the site. Next level, SEO cluster mix of hostinger - 3 party intgrations that half, might work, but net result.... hours spent. Third party vendors suggested, then tryig to use them,,, get the same loop,,, of for your particular function (you need bla bla bla). What i need is web expert that can dress up this koddiee site, into a lead taking machine.... Not an excuse thirdparty issue loop, that each time becomes mo...

...using order history, seasonal patterns, and cluster demographics. Approach: Time-series forecasting (Prophet or LightGBM). Simple, interpretable, low compute. T rained on Phase 1 data. Output: Weekly demand forecast per medicine per store, feeding directly into the reorder engine. 4.2 Smart Inventory Auto-reorder: When predicted demand plus safety stock exceeds current inventory, the system generates a reorder recommendation automatically. Expiry risk: AI flags items likely to expire before depletion. Suggests inter-store transfer or promotional pricing. Dynamic thresholds: Reorder levels adjust based on actual demand velocity, not static manual settings. 4.3 Delivery Route Optimisation(if expanded) Batch and route: Multiple orders within a cluster are batched by building/...

...[[Ontario]], and is enrolled in the Bachelor of Computing (Honours) program with a specialization in Software Design at [[Queen's University]] in [[Kingston, Ontario]]. Rennie is best known for his role as President and Build Lead of [[FIRST Robotics Competition|FRC]] Team 7200 at [[Banting Memorial High School]] in [[Alliston, Ontario]], where he led the construction of what has been described as Canada's first robotic hockey goalie.{{r|thespec}} The robot was exhibited at [[Hannover Messe]] 2025 in [[Hanover, Germany]], where the team met with [[German Chancellor]] [[Olaf Scholz]].{{r|thespec|ctv}} ==Early life== Rennie was born on May 21, 2007, in [[Sudbury, Ontario]], Canada. He developed an early interest in mechanical systems and computing, later channel...

I am looking for a developer to train a custom YOLO model (YOLOv8, YOLOv11, or the newer YOLOv12/v26) specialized in detecting and tracking objects in real-time video. The primary focus is the mussel, and the model must distinguish between two specific classes: "mussel" (individual lost mussels) and "group" (clusters). Project Requirements: * Real-time Performance: The model will be used with a live camera feed. It must maintain at least 15 FPS on a standard NVIDIA GPU, prioritizing accuracy without sacrificing the fluid processing required for live monitoring. * Counting & Tracking: The system must count every lost mussel per frame and maintain consistent IDs (Object Tracking) to follow individual movements over time. * High Confidence: It must identify both cl...

I’m launching a ceramic-coating product on and I want it to stand out quickly through a cluster of fresh, authentic-looking reviews from real U.S. buyer accounts. My target volume is between twenty-one and fifty reviews, posted over a sensible time frame so the activity looks organic. What matters most is that each review clearly communicates overall satisfaction—think genuine tone, believable wording, and a mix of short and slightly longer comments that highlight ease of use, the protective finish, and any noticeable before-and-after results. Detailed step-by-step usage guides or head-to-head comparisons aren’t required; the emphasis is the reviewer’s positive experience and willingness to recommend. Deliverables • 21-50 verified-purchase reviews p...