Software development with pythondela

...developer will have my support for the design. I am a designer with over 25 years of experience. The estimated completion time is 1 month, plus an additional month or two for potential fixes and adjustments. The client is a group of highly experienced programmers who develop complex applications for managing large companies. Some complications are expected. They want WordPress primarily because they want to be able to change certain content on the website themselves (blogs, testimonials, events) later on and don’t want to be dependent on me or anyone else. I also need annual support in case of issues or changes. Personally, I am a recognized designer in my country, and I’m actually looking for someone with whom I can offer web development services in the...

Ukvarjam se z odločitvenimi modeli, DEX, PROMETHEE, AHP ... Trenutno potrebujem pomoč pri implementaciji python promethee kode v python dex kodo.

Zdravo, Imamo iOS app, ki je deloma ze koncan, vendar bi potrebovali pregled in pa implementacijo zahtevnejsih zadev (custom mape, login ipd.). Rabimo torej izkusenega Swift programerja. Ce si pripravljen sodelovati, se pogovorimo o podrobnostih. Lp Alen …

Ključne reči za reklamu: Pygraming, Online Časovi Programiranja, Tri jezika, C, C++, Python, Ispiti, Testovi, Domaći zadaci, Studenti, Srednjoškolci Za više informacija javite se na mail.

- poslovna inteligenca na Microsoft tehnologij tako on-premise kot v Cloudu - Programski jeziki: DAX, MDX, C#, TSQL, SQL, python, spark

We are currently working on a project to create a medical smart watch for demented people. We need help with the program code - software. If you have experience with programming and creating a smartwatch please contact us: (Removed by Freelancer.com Admin) /Izdelujemo pametno uro za zdravstvene namene in potrebujemo nekoga, ki obvlada programiranje in nam je pripravljen pomagati pri pisanju programske kode oziroma software. Če ste zainteresirani, nam prosim pišite na mail: (Removed by Freelancer.com Admin)

I’m a REALTOR and commercial real estate professional based in the Dallas-Fort Worth market operating under my own brand (Escuadra Real Estate). I need someone to build a complete lead generation and nurture system from scratch. This is a one-time setup project with potential for ongoing management. What I need built: 1. Meta Ads Setup (Facebook & Instagram) • Create and launch lead generation ad campaigns targeting DFW buyers, sellers, and commercial/retail tenants • Set up Facebook Pixel and Meta Lead Ad forms (capturing name, email, phone, inquiry type) • Build custom and lookalike audiences 2. CRM + Mailchimp Integration • Connect Meta Lead Ads → Mailchimp (via LeadsBridge or Zapier) • Segment my Mailchimp list by lead type: residen...

...for a Senior Optical Transceiver Engineer with deep expertise in PAM4, RF, photonics, SI/PI, and high-speed system integration to support the design and development of advanced optical transceiver systems. This role is ideal for a senior engineer who can work across architecture, simulation, validation, manufacturability, NPI, and production-readiness. You will help drive high-speed optical transceiver development from concept through prototype, validation, and production transition. This is a high-ownership engineering role, not a narrow execution-only position. We are looking for someone who can combine deep technical skill, strong system-level thinking, and cross-functional engineering leadership to move complex transceiver products forward with speed, r...

...for commercial, residential, and combination spaces under one roof, with high-resolution media, interactive maps, and basic analytics for each listing. • Lead generation: AI should capture traffic from the site and any connected ad campaigns, parse contact details, and push them into the CRM layer automatically. • Nurturing: every new lead gets an immediate automated email, personalised content on subsequent visits, and continuous behaviour tracking that updates a lead-score field. • Dashboard: single view of listing performance, lead pipeline, and marketing metrics so a non-technical user can adjust copy, budgets, or follow-up cadences without coding. Acceptance criteria 1. A live, responsive platform populated with sample mixed-use listings. 2. ...

...a **Wallpaper App** for Android (and iOS if possible). The app should be modern, fast, and user-friendly with a clean UI. **Requirements:** * Large collection of HD & 4K wallpapers (categories like nature, cars, anime, etc.) * Easy browsing with search and category filters * One-click download and “set as wallpaper” feature * Favorite/save option for users * Admin panel or backend to upload and manage wallpapers * Push notifications for new wallpapers * Ad integration (Google AdMob or similar) * Smooth performance and fast loading **Optional (Bonus):** * User login/signup * Dark mode * API integration for auto wallpaper updates I want a complete solution including design, development, and deployment on the Play Store (and App Store if applicable...

... • Previous Experience I will supply all written copy; your role is to design and build the site so that it is visually consistent, mobile-responsive, fast-loading, and easy for me to update later. A lightweight CMS such as WordPress, Webflow, or another comparable platform is fine—as long as I can edit text and images without touching code. Design should feel professional and uncluttered, with intuitive navigation and basic on-page SEO in place (clean headings, meta tags, alt text). Once complete, I expect the live site deployed to my hosting, plus a brief hand-off session or guide explaining how to update content and create new pages if needed. Please share a concise timeline, any theme or builder you plan to use, and relevant links to similar informational sit...

I'm looking for an experienced app developer to create a marketplace app where users can post items for sale. The app needs to be available on both iOS and Android platforms. Key features include: - User ratings for sellers - Payment processing (credit/debit cards and bank transfers) - Secure funds h...app needs to be available on both iOS and Android platforms. Key features include: - User ratings for sellers - Payment processing (credit/debit cards and bank transfers) - Secure funds holding until the buyer receives the item Ideal Skills and Experience: - Proven experience in developing marketplace apps - Strong knowledge of payment integration - Familiarity with rating systems - Proficient in both iOS and Android development Please provide your portfolio and releva...

I'm looking for an expert in medical imaging technology to develop a 3D imaging solution for research purposes. The technology will primarily be used to visualize anatomical structures. Key requirements...- Design and develop advanced 3D imaging technology - Focus on high-resolution visualization of anatomical structures - Ensure accuracy and reliability for research applications - Collaborate on system integration and user interface design Ideal skills and experience: - Background in medical imaging, particularly 3D modalities - Experience in research and development for medical technologies - Strong technical skills in imaging software and hardware - Ability to work collaboratively in a research environment Looking for a candidate who can deliver innovative and prec...

I need a lightweight script to automate downloading videos from and capturing their daily livestream (URL will be provided). The script should: 1. Save the livestream into 24-hour...livestream into 24-hour files. 2. Upload all downloaded videos and daily livestream files to using their API (documentation: ). 3. Be configured to run automatically via cron job on my Linux server (e.g., Ubuntu). Deliverables: - A complete script (Python, Bash, or similar) with clear instructions for setup. - Example cron job entry for automation. Ideal Skills: - Experience with Linux scripting and cron jobs. - Familiarity with API and tools like Streamripper or similar.

...either from a supplied list of files or by scanning a list from and upload their MEDIA-ARCHIVE as local-television-station to the using the API-upload information.... Deliverables 1. The complete script (bash, Python, or another common Linux-friendly language). 2. A concise README that covers prerequisites, how to generate credentials, example cron entry, and any environment variables. 3. A sample config or template files if your approach needs them. If you have prior experience with ’s S3-style interface, rclone, or direct API calls, please highlight it—speed and reliability matter more than fancy UI....

...Day-to-day coding will be done in Python for the high-level hardware control layer, so fluency there is essential; C/C++ knowledge for the lower-level pieces is a plus but not mandatory. You will be working with: • GPIO • I2C • SPI The schedule is flexible—part-time or full-time—and everything is handled remotely. When you apply, focus on your BeagleBone experience: link to relevant GitHub repos, forks, demos, or shipped products that showcase similar work. I’ll shortlist applicants who can point to concrete, hands-on achievements in PRU programming, kernel customization, or automated deployment on BeagleBone hardware. Deliverables will be reviewed on real hardware here; if your code builds cleanly, drives the specified interface...

Scraping car details : Brand/ Model Line// Gen/ Gen Years/ Model/ HP/ Torque/ CC/ Eng. Code/ Eng. Years/ Gearbox/ Drive/ 0-100/ Top Spd /Trunk/ Body Dim./ Fuel Cons./ Tank/ Body type / image using python requests only no browser needed.

...products or services with images, pricing, and descriptions, then publish a shareable, mobile-friendly catalogue link. Subscription Layer All tools run behind a tiered subscription system with free trial logic, usage limits, and payment gateway integration. I need roles (admin, reseller, end user) and metered add-ons to be easy to extend later. Deliverables • Full-stack codebase (frontend, back-office, APIs) • Documentation for deployment and future feature hooks • Initial template pack for sites, v-cards, and catalogues • Post-launch support window for bug fixes I’m tech-agnostic on language and framework as long as the final product is secure, scalable, and cleanly documented. Let’s discuss your recommended stack and timeline ...

...text; if author name, publication date, and embedded image URLs can be extracted too, that’s a welcomed bonus. Build it in Python using a well-supported stack such as Requests/BeautifulSoup, Scrapy, or Selenium—whatever you feel is most robust for handling pagination and occasional layout changes. The bot should: • Navigate through the latest articles section (and subsequent pages if present) • Respect and reasonable rate-limits • Output clean, de-duplicated data to CSV or JSON and optionally push to a simple SQLite file For acceptance I’ll run the script, point it at the live site, and expect a sample file containing at least 100 recent articles with the agreed fields correctly populated. Include clear setup instructions plus c...

I'm looking to create a unique and appealing men's wear brand targeted specifically at teenagers. Key requirements: - Develop a brand concept and identity - Design a range of men's clothing appealing to teenagers - Conduct market research to understand teenage trends and preferences - Create a marketing strategy to reach the teenage demographic Ideal...appealing to teenagers - Conduct market research to understand teenage trends and preferences - Create a marketing strategy to reach the teenage demographic Ideal Skills and Experience: - Experience in fashion design, particularly in men's wear - Strong understanding of teenage fashion trends - Marketing experience, especially in targeting teenage audiences - Creativity and innovation in brand development Look...

...streaming server. Here is what the finished solution must do for me: • Hold one master channel and EPG configuration that I can tweak in a single place. • Spin up an isolated copy of that config for every new user, each bound to its own port and paired with the user’s unique IPTV credentials. • Provide a small shell or Python script that lets me create, list, or remove users in one command. • Run smoothly on Docker (compose or Swarm is fine) and stay easy to back up, upgrade, or migrate. • Scale gracefully past 100 users with minimal manual maintenance—think environment variables and templated volumes, not hand-edited configs. I strongly prefer Threadfin over xTeVe, so please base the build on Threadfin unless you...

...sites, automatically condensed with an AI summarizer, but still left fully editable in the final file for any last-minute tweaks. To keep the workflow straightforward, I expect: • A script or lightweight toolchain that fetches the data, builds the bar charts, and compiles the final PDF in a single run. • Clean, well-commented code for the API calls, scraping routines, and Excel imports so I can extend or swap sources easily. • A template-driven PDF generator (Python with ReportLab, LaTeX, or another reliable option) where each major block—price data, technical indicators, news—can be toggled on or off. • Clear instructions on adding new data feeds or changing chart parameters without diving deep into the codebase. Everything ...

I need an AI robot, JENA, for education. It should help primary to secondary students with Math, Science, and History. Key Features: - Offline access to a vast library of questions and answers - Subjects: Math, Science, History - Delivery Methods: Voice responses and interactive demonstrations Ideal Skills and Experience: - AI development, especially in educational contexts - Experience with voice recognition and response systems - Ability to create engaging interactive demonstrations - Background in education technology Please provide a portfolio showcasing similar projects.

...(Freelancer) specializing in Vue.js and/or React to support us in the development of modern, scalable web applications. You bring sound experience with Single Page Applications, API integration (REST/RPC), as well as a good understanding of accessible and user-centered UI/UX concepts. In close cooperation with our team, you will develop high-performance frontends, participate in architectural decisions, and ensure high code quality through code reviews and best practices. Ideally, you also have experience with databases (SQL/NoSQL), design systems, and agile working methods. Please provide the following: We are seeking a highly professional designer. Please share your top 3 relevant work samples that specifically align with this project. We prefer di...

We are a software development agency providing services such as business websites, dashboards, SaaS platforms, custom ERP/CRM systems, MVP development, API integrations, and android mobile applications. We are looking for an experienced client acquisition partner who can bring international projects . This is a commission-based collaboration with long-term potential. There is no fixed salary. Your Responsibilities: Identify potential companies or founders needing software or web development services Conduct outreach via LinkedIn, cold email, Upwork, or agency partnerships Convert prospects into project opportunities Share qualified leads with requirement details Requirements: Experience generating international clients for digital or ...

Project Description: I am looking for an experienced remote sensing/InSAR specialist to perform a full InSAR time-series analysis using Sentinel-1 SAR data. The dataset consists of approximately 20 Sentinel-1 SLC acquisitions covering a long-term period (2015–2025) over a defined study area, with roughly 6-month intervals between acquisitions. Required Workflow: The processing must be completed using: ESA SNAP (for preprocessing) StaMPS (for time-series analysis: PS or SBAS) This is NOT a basic GIS or Python-only task. It requires a full InSAR workflow, including: SLC stack preparation interferogram generation and preprocessing in SNAP export to StaMPS time-series processing (PS/SBAS) noise reduction and filtering Required Outputs: The final results must include...

...feels fresh and the mechanics stay intuitive for touch controls. You would handle the full development cycle: refining the concept with me, producing art and audio that match an upbeat, modern aesthetic, building the core mechanics, and implementing reliable real-time or turn-based multiplayer. A lightweight back-end for player accounts, matchmaking, and basic stats is essential, whether you prefer Firebase, PlayFab, or a similar service. Code should be maintainable, ideally in Unity (C#) or another cross-platform engine you’re comfortable shipping to the App Store and Google Play. Deliverables • Playable prototype demonstrating the main loop in single and multiplayer • Complete source code with commented scripts and scene hierarchy • Inte...

We are QuadNite Systems, a software development agency providing services such as business websites, dashboards, SaaS platforms, custom ERP/CRM systems, MVP development, API integrations, and mobile applications. We are looking for an experienced client acquisition partner who can bring international projects . This is a commission-based collaboration with long-term potential. There is no fixed salary. Your Responsibilities: Identify potential companies or founders needing software or web development services Conduct outreach via LinkedIn, cold email, Upwork, or agency partnerships Convert prospects into project opportunities Share qualified leads with requirement details Requirements: Experience generating international clients for dig...

### ****1. The Goal**** Briefly state what the final product should be (e.g., "I need a minimalist logo for a new coffee shop" or "I need a 5-page WordPress website for my consulting business"). ### ****2. Key Requirements**** List the specific features or tasks. For example: * **Design:** Colors, style, or specific dimensions. * **Technical:** Programming languages (Python, PHP, etc.) or platforms (Shopify, AWS). * **Content:** Word count for articles or specific data points for spreadsheets. ### ****3. Timeline**** Mention your deadline. If it's urgent, stating "Needs to be completed within 48 hours" helps filter out freelancers who are currently overbooked. ### ****4. Deliverables**** Specify exactly what files you expect at the end (e.g., &q...

I'm looking for an experienced developer to create a completely uncensored, open-source ai chatbot. The chatbot should be capable of handling both t...chatbot should be capable of handling both text and voice interactions. Key Requirements: - It should support both text-based and voice-based interactions. - The solution must be open-source and uncensored. Ideal Skills and Experience: - Proficiency in AI and machine learning. - Experience in developing chatbots, particularly for web platforms. - Strong background in open-source software development. - Familiarity with both text and voice processing technologies. I need this project completed within a month, so efficient time management and clear communication are essential. Please provide your portfolio and rele...

Prosimo, vpišite se ali se prijavite za več podrobnosti.

Prosimo, vpišite se ali se prijavite za več podrobnosti.

...material lists. Project Scope: User uploads material list (image, PDF, or text) System reads data using OCR and converts it into structured format Matches items with backend product database (smart/approximate matching) Automatically generates quotation with price calculation User can confirm and place order via: Web app WhatsApp integration Key Features: OCR (image/PDF to text) AI-based product matching Instant quotation generation (web + PDF + WhatsApp) Simple order flow (name, phone, address) Admin panel (manage products, pricing, orders Preferred Tech Stack: Frontend: React / Backend: Node.js or Python OCR: Google Vision API / Tesseract / OpenAI Database: MongoDB / PostgreSQL WhatsApp API integration (Twilio or Meta) Requirements: Exper...

We are looking for a Full-Stack Developer to implement a small enhancement to our existing company das...and dynamic content management, similar to a headless CMS like Prismic. Tasks Include: Add a simple module to track clients, leads, or tasks within the dashboard. Enable basic content updates for a CMS page or section. Ensure the new features are responsive and work within the existing dashboard. Tech Stack: Frontend: React / Backend: Node.js / Python CMS: Prismic-style content integration Ideal Candidate: Experienced with dashboards or lightweight CRM systems Able to quickly implement clean, maintainable solutions Can deliver this small task efficiently How to Apply: Please share a brief example of similar work or screenshots of dashboards or CMS integrations you ...

We are looking for an experienced Website Developer to build a modern, high-performance real estate platform

...Engineering, Software Engineering, Data Science, Machine Learning, and Telecommunications. I have all of my application materials perfectly prepared. Your job is strictly administrative: finding matching roles, filtering them for relevance, and completing the data entry for the applications. I estimate each application will take very little time, as you will be copying and pasting from my prepared documents. What I Will Provide: My updated professional resume. My elevator pitch and demographic information for standard application questions. Step-by-Step Process: 1. Search & Filter: Use platforms like LinkedIn, Indeed, Handshake, or company career pages. You must apply the following filters before selecting a job: Keywords & Titles: Search for "Computer Enginee...

...goal is to create a secure, customer-facing web portal hosted on Google Cloud Platform with Firebase as the backbone. Three core capabilities must be in place from day one: • User authentication – I want the standard Email and password flow plus the option for customers to log in with Google Auth, all handled through Firebase Authentication. • Data visualization – the portal will read from an existing database that contains each customer’s purchase history; those records need to be displayed in clear, interactive charts so users can explore their own sales data over time. A mock up will be provided developed by Claude. • Real-time chat – customers should be able to exchange messages instantly with our support team; Firest...

Summary Job Title: Python Developer – WebSockets & Real-Time RAG Implementation We are seeking a skilled Python developer to build and integrate real-time data pipelines using WebSockets and implement a Functional Retrieval-Augmented Generation (RAG) system for live data processing. Key Responsibilities: Develop and manage WebSocket connections to stream and process real-time data from external APIs Design and implement a Functional RAG architecture for dynamic, real-time data retrieval and generation Build scalable, reliable backend systems in Python Optimize for low-latency data handling and continuous data streams Collaborate on system design, testing, and deployment Required Skills: Strong proficiency in Python Experience working with We...

I have a working Python script that already generates my trade orders. What I need now is for that code to become a fully-automated trading bot hosted on AWS and wired into the TopstepX API by means of my secure credentials. Your task in plain terms is to: • Refactor or wrap the existing script so it can place live orders through TopstepX (functionality: Automated trading). • Handle authentication and key rotation securely (AWS Secrets Manager or an equally safe method). • Deploy the bot so it runs continuously on AWS—Lambda, Fargate, EC2 or whatever you feel is the best fit—and can be restarted automatically after a failure or update. • Expose a simple configuration file or environment variable set so I can alter parameters without touching t...

I run a fast-growing web development and hosting agency and I need an experienced closer who feels equally at home leading both one-on-one and group Zoom or Google Meet calls. You will step into scheduled conversations with warm prospects, present our clearly packaged design, development, and managed-hosting solutions, handle any pushback by providing detailed, value-driven explanations, and turn those calls into signed projects. Here’s what you can count on from me: a steady stream of interested leads, transparent pricing sheets, case-study decks, and real-time support from our technical team whenever you need deeper answers. Before every call you’ll receive the client’s business background so you can tailor your pitch; if you need further context, ...

...that link computational thinking to modern AI research. You will transform each item in my outline into a polished chapter, weaving clear narrative explanations with formal proofs, illustrative diagrams, code snippets in Python, and citations to the latest peer-reviewed literature. Every chapter should close with research-level discussion questions and curated reading that can guide doctoral candidates toward potential publication topics. To keep the project on track, I would like: • A brief chapter sample within the first week so we can align on tone and depth • Full manuscript delivered in editable Word and LaTeX formats, with figures supplied as vector files (SVG or PDF) • References formatted in IEEE style and a plagiarism-free repor...

...questions about software architecture design and I need clear, authoritative answers that will help me make the right technical decisions for a new project. The discussion will revolve around the usual trade-offs between performance, scalability and maintainability, as well as when to favour microservices, a monolith or even a serverless approach. Here’s how I see the engagement working: • I send you the full list of questions. • You respond with concise, well-reasoned answers, citing industry best practice and real-world examples. Diagrams or quick sketches (UML, C4, white-board style) are welcome where they add clarity. • We wrap up with a brief follow-up chat to make sure every point is crystal clear. Deliverables 1. A written d...

...instance type, subnet, VPC, tags, and any other parameters, then hand those values to Terraform and cleanly create or update the corresponding EC2 instances on AWS. Where I need help is deployment and infrastructure setup. I’d like to pair program so we can: • Wire Bitbucket, Jenkins and Terraform together, including a secure backend (preferably S3 with state locking). • Automate extraction of the variable set from Excel—whether that’s a small Python helper, Terraform external data source, or another practical method. • Flesh out the Jenkinsfile to run terraform init / plan / apply, handle workspaces, and surface clear logs. • Validate IAM roles, networking and any other AWS prerequisites so the pipeline runs end-to-end without...

Astrology Platform Development Document (Website + Mobile App – Full Technical & Functional Specification) ________________________________________ 1. Project Objective To build a scalable astrology platform (Web + Android + iOS) that provides: • Live astrology consultations (chat/call/video) • Automated horoscope services • AI-powered Palm Reading & Face Reading • Personalized astrology reports • E-commerce for astrology products/services ________________________________________ 2. User Roles 2.1 Customers (End Users) • Register/Login (OTP, Email, Social) • Book astrologers (chat/call/video) • Upload palm/face images • Purchase reports/services • Wallet & payment management 2.2 Astrologers • Profile creation (...

...sized for retina displays. • Responsive layout – one codebase that adjusts seamlessly across mobile, tablet, and desktop. • Standards-based build – hand-coded HTML5 and CSS3 with a logical, well-commented structure. Pages must load quickly, validate cleanly, and render consistently in Chrome, Firefox, Edge, and other major browsers. • Core features – integrate a secure contact form, an easy-to-update blog section, and clear social-media touchpoints so visitors can share or follow our channels with a click. • SEO foundations – semantic markup, proper heading hierarchy, and lightweight assets so we launch with a healthy on-page score. • Final polish – performance tuning, graphic optimisation, and thoroug...

I have a full database export...plus several columns of uploaded-file metadata. Every one of those fields must be preserved and mapped to the correct columns in the template, with the headers and data types exactly as the sheet expects. No extra columns, no reordered headers. Deliverable • One or more Excel workbooks that mirror my template, fully populated and checked for consistency (dates, currency formats, text encoding). Acceptance • All specified fields mapped and visible in the correct positions. • File opens without prompts or errors in Office 365 Excel. • Spot-checks against the source CSV show 100 % data retention. You are free to use Power Query, VBA, Python, or any other tooling to speed the transformation, as long as the final out...

...established workflow yet. I need an experienced data scientist who can help me shape the questions, clean and explore the data, choose the right analytical or modeling approach, and turn the results into clear, actionable insights. We will begin with a short discovery call to review the data sources and define success metrics. From there, you will: • Set up a reproducible pipeline for data ingestion, cleaning, and exploratory analysis • Prototype models or visual analyses as appropriate, iterating based on feedback • Document every step in well-commented Python or R notebooks (Pandas, NumPy, scikit-learn, ggplot2—or your preferred stack) • Produce a concise summary report or dashboard that a non-technical stakeholder can understand Deli...

...long term association and for that we need quality work. Only capable serious persons are welcome here. We will give you a few wedding supplier urls. We need you to manually collect all leads from the link. What we actually need in the spreadsheet is very simple: the Suppliers Names & Emails. Nothing more. Please deliver one Excel file with two clearly-labelled columns (Name | Email). This is a manual lead collection work, if you can do this via Python/BeautifulSoup, Selenium, or any other web-scraping approach that's fine too—as long as the final sheet is accurate and complete. Don't just place your BID blindly. Fixed Budget: $100 per assigned URL and we want 1 person to handle 3 urls minimum. So, you can earn $300. We have certain strict rules to...

I'm looking for a skilled game developer to create a game for a class project. The game type is predetermined, and I have specific parameters that must be followed. Ideal skills and experience: - Game development experience - Familiarity with Unity or Unreal Engine - Ability to work with predefined parameters - Good communication skills

...existing football/soccer match prediction system. The system is already built in Python/FastAPI and uses API-Football, The Odds API, scikit-learn, XGBoost/LightGBM/CatBoost/PyTorch models, and saved trained model files. The app runs locally and produces predictions, but the outputs look suspicious and I need an expert review before deciding whether to repair it or rebuild the model layer. Current issues found: - Many predictions are repeated with exact 95% confidence. - Batch test showed almost all matches predicted Under 2.5 / Under 3.5 / BTTS No. - Some models fail because live prediction has 103 features while trained models expect 122 features. - Some CatBoost models report missing features. - Some labels fail with previously unseen label errors. - Many fixtu...