Algorithmemplois

...══════════════════════════════════════════════════════════════ MILESTONES (20 days) M1 — €350 (5d): Audit + Content Corrections + Setup + Auth - Code audit report (quality, working vs broken) - Fix UI text/typos/labels - Clean test data - Environment + database + auth setup M2 — €650 (6d): Backend + Integrations + Monitoring - 230 questions integrated (DB + i18n) - 40 REST endpoints - Matching algorithm - Email service (AWS SES) + error tracking (Sentry) - API docs + tests M3 — €500 (5d): Frontend + Payments + Banners - Full frontend-backend connection - Stripe integration + webhooks - Analytics + photo storage - Seasonal banners system (admin toggle, responsive) - 2 initial banners integrated M4 — €300 (4d): AI + i18n + Staging + ...

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...Functional Requirements 4.1. Data Input • Manual entry of patient demographics, symptoms, medical history, and family history. • Automatic data retrieval from existing EHR systems (via API integration). • Upload feature for lab test results and medical images. 4.2. AI Model & Processing • Machine Learning model trained on medical data (Random Forest, Bayesian Networks, Deep Learning). • Algorithm must consider: • Family medical history. • Current symptoms. • Test results (blood tests, imaging, etc.). • Real-time health classification and probability calculation. 4.3. Output & Recommendations • Display patient classification (Normal, At Risk, etc.). • Provide recommended actions based on classification. ...

j'ai besoin d'un algorithm simple pour la gestion de stock de ma boutique avec les caractéristiques suivantes. -mantione la quantité de produits que j'ai en stock et leur prix. -prévenir lorsque le stock arrive à épuisement. -prévenir si les produits arrivent a la date de péremption. -contient une case permettant de mentionner s'il y'a eu perte et de donner la cause. -calcul et crée des factures prouvent être imprimer lors de la vente de chaque produit. NB: sur Windows.

...years). ### Predictive Success Algorithm 1. **Data Collection and Preparation** - **Data Used**: Scores by subject, absenteeism rates, performance histories, etc. - **Preparation**: Clean and normalize data to make it suitable for machine learning algorithms. 2. **Algorithm Selection** - **Linear Regression**: To predict future scores based on past scores and absenteeism. - **Random Forest**: For more robust and complex predictions. - **Neural Networks**: For more precise predictions with larger and more complex data sets. 3. **Algorithm Implementation** - **Training**: Use historical data to train the algorithm. - **Validation**: Test the algorithm with validation data to evaluate its accuracy. - **Deployment**: Integrate t...

hello I need help with a computercraft lua program this is a program that mines wells up to the bedrock by inspecting the blocks around it by mining the blocks that I need it will empty its inventory and refill with coal but there is a problem with saving coordinates because it rises higher than expected and I would like to adapt the algorithm Algorithme_A* in my program and optimize my displayscreen code

Hello, I use contiki-ng and cooja for simulation and i would like to create a Schedule function based on orchestra that dynamically adjusts time slots assignment according to traffic load. The goal of this algorithm would be to reduce the latency (Delay) and energy. Basically, my idea would be to allocate more timeslot to the nodes close to the root node and less timeslot to those which do not need it (far from the root for example).

Algorithm, show exemple

Hi, I know that Google changed its search algorithm few times and recently bad backlinks can cause vulnerability and eventually a penalty. My customers' website is in french and I read that backlinks from foreign language websites can be negative for seo. I would like SEO optimization for my french customers' website located in Quebec, Canada for his local business in 3 cities. We need to reinforce the website ranking for multiple keywords. Please advise the reason for that, and what you are planning to do in order to improve it. Thanks. Bonjour, Je sais que Google a changé son algorithme plusieurs fois et depuis récemment certains liens retour vers le site web peuvent causer une pénalité occasionant des points nég...

Dans le cadre d'un TD je dois taper un programme en C++ sur le tri par distribution. Je vous explique apres.

...and retrieves some items. We take a commission on the total value of the game played. CURRENTLY, WE HAVE : - the site - A database - A BOT Steam who : - Accept trade deals via Steam - Stores the items in our BDD and posters on the site - Sends items to the winner (mostly) - An progressbar in JQuery who tracks the evolution of the game (number of registered items) - An algorithm for selects a winner CONCRETELY : Our site works, we would change the progress bar to put another one, and we actually have it. An animation during the selection of the winner (as most competing sites), integrate a chat on the site (JQuery), operate several BOT simultaneously, create a new system of distribution of items and check ans remake the BOT code to ensure its sust...

-Rapid-Exploring Random Trees, RRT -algorithm design -car like robot parking -Data structure

...and retrieves some items. We take a commission on the total value of the game played. CURRENTLY, WE HAVE : - the site - A database - A BOT Steam who : - Accept trade deals via Steam - Stores the items in our BDD and posters on the site - Sends items to the winner (mostly) - An progressbar in JQuery who tracks the evolution of the game (number of registered items) - An algorithm for selects a winner CONCRETELY : Our site works, we would change the progress bar to put another one, and we actually have it. An animation during the selection of the winner (as most competing sites), integrate a chat on the site (JQuery), operate several BOT simultaneously, create a new system of distribution of items and check the BOT code to ensure its sustainable operat...

Artificial Intelligent Algorithm Envoyant de la musique, text, images et video à différent groupes d'utilisateurs durant une journée, données sauvegardées dan un environnement cloud

...of fashion and marketing or retargeting but never or poorly on the customer's real needs. With our methodology in image consulting, we conceptualized these needs in order to recommend to our customers fashion products that best fit their needs and their style while highlighting their personality. We need people who help us in the writing of technical specifications in the development of an algorithm and a semantic engine as well as in the development of mobile apps....

I'm looking for a creative video editor to produce engaging YouTube videos and shorts. The content will primarily focus on gaming videos and comedy skits. Key Requirements: - Edit gaming videos with a fun and mildly inappropriate entertainment angle. - Create and edit engaging comedy skits. - Optimize videos for YouTube's algorithm to increase views and subscriptions. - Collaborate on content ideas and themes. Ideal Skills & Experience: - Proficient in video editing software (e.g., Adobe Premiere Pro, Final Cut Pro). - Experience in creating engaging YouTube content. - Strong understanding of YouTube trends and algorithms. - Creative mindset with a good sense of humor.

...scientific data processing and algorithm development project. Responsibilities Parse GC-MS peak lists (CSV / Excel exports) Implement compound matching logic (CAS-based matching) Normalize peak area percentages Develop similarity scoring algorithms Identify marker compounds and decision rules Create probabilistic ingredient combination models Generate optimized recipe outputs (percentage-based, normalized to 100%) Structure the system in a modular and scalable Python architecture Build clean, documented code suitable for long-term expansion Required Skills (Mandatory) Strong Python programming experience (3+ years) Advanced Pandas & NumPy knowledge Scientific data processing experience Experience working with structured chemical datasets Algorithm deve...

Throughout this semester I wi...inline comments and a brief write-up that outlines the algorithmic choices and Big-O reasoning so I can learn from the submission. Deliverables for each assignment • A .py file (or files) that executes without external dependencies beyond the standard library • Clear comments showing logic flow and any edge-case handling • A short markdown or plain-text explanation (½-1 page) describing the algorithm used, complexity analysis, and any testing performed I will share the first set the moment we agree, and new ones will follow on a predictable weekly schedule through the end of the term. Turnaround is generally three days per assignment, with occasional 24-hour requests before exams. If this cadence and scope fit your expert...

...for nonprofit updates Personalized resource filtering Integrate and prepare the data‑collection algorithm that powers the Community Needs Tracker Ensure the MVP is stable, intuitive, and ready for field testing with community‑based organizations Collaborate with the founder and, once hired, the Purdue Pathmaker intern developer to ensure smooth handoff and continuity Scope of Work The contractor will be responsible for: Translating UI/UX designs into responsive, accessible mobile screens Developing backend logic and API connections needed for core functionality Implementing user authentication and secure data handling practices Building the initial version of the Community Needs Tracker algorithm Conducting basic QA testing and resolving issues prior to field deployment Pr...

...promotion budget. What I need: • Channel audit and growth strategy • Shorts optimization plan • Hook/title/caption improvement guidance • Retention and engagement strategy • Posting roadmap • Audience growth techniques • Analytics-based recommendations • Practical, repeatable system I can follow daily Important: I am NOT looking for fake subscribers, bots, or spam promotion. I want sustainable, algorithm-friendly growth. Ideal freelancer should: • Have proven YouTube growth experience • Understand Shorts and retention psychology • Provide actionable, step-by-step guidance • Work within a small budget • Focus on organic scaling Deliverables: • Clear growth roadmap • Content strategy plan • Opti...

...submission. The work I still need includes formulating the mathematical model, selecting and justifying a suitable multi-objective algorithm (NSGA-II, SPEA2 or a comparable approach), coding the optimiser, integrating it with a 3D CAD model, running simulations, and interpreting the results for discussion and publication. I am comfortable with SolidWorks and Creo for modelling and would like the optimisation routine written in MATLAB or Python so the university can reproduce the study without extra licences. Deliverables • Parametric CAD model ready for optimisation • Well-commented MATLAB or Python code implementing the chosen multi-objective algorithm • Simulation or FEM setup showing baseline vs optimised design performance • A concise tech...

...brands, founders, and creators build high-impact social media channels that drive real growth, authority, and long-term digital presence. With proven experience managing and scaling channels to over 1.7 million followers, I specialize in creating strategic, algorithm-optimized content systems — not just individual videos, but scalable media engines designed for consistent reach and engagement. My expertise includes: • End-to-end social media management and growth strategy • Viral content development based on platform psychology and algorithm behavior • Professional video production, editing, and content optimization • Building structured content pipelines for sustainable growth • Livestream setup, optimization, and audience engagement &bull...

...think about my library, so the interface needs to surface those three filters prominently and let me combine them if I wish. • Once I have a final selection, the app should open the standard share sheet so I can send the chosen files through any installed channel (Messages, WhatsApp, AirDrop, e-mail, etc.). Accuracy is key: false positives in face grouping must be minimal, and whenever the algorithm is unsure, it should simply place the photo in an “Unsorted” bucket so I can manually move it. I’m happy for you to use Apple’s Vision/Core ML, Google ML Kit, OpenCV or another proven face-clustering library—whatever offers reliable on-device processing and keeps users’ photos private. Deliverables 1. A fully functional mobile app (native...

...version of the site prominent in search results and protect those positions over time. The work involves full-cycle SEO: fresh keyword research in each market, meticulous on-page optimisation of current and future pages, and a steady, quality-first link-building programme. Because visibility on Baidu is just as critical as on Google, your strategy and reporting should reflect performance and algorithm changes on both engines equally. For every language I will rely on you for locally-relevant content—this is not a straight translation exercise. Meta tags, headings, body copy, alt text and internal links all need native-level fluency so the site resonates naturally with users and algorithms alike. I expect: • A concise audit to benchmark where we stand today &bul...

I am building a web-based SaaS that lets estheticians quickly scan a client’s photo, receive an instant professional skin analysis, book the appropriate facial treatment, and sell the products the scan recommends—all in one place. Core analysis: The algorithm must reliably detect acne or blemishes, dryness or oiliness, wrinkles or fine lines, combination skin, redness, and visible pores or texture issues. Accuracy and consistency are critical because treatment plans and sales will hinge on the results. Workflow vision 1. Client uploads or snaps a photo during an online consultation or in-spa visit. 2. The system runs the analysis, displays condition scores, and explains each finding in easy language. 3. Based on those scores it lists the facial services I pre-c...

...couple of the websites have tokens that have to be initiated that keep changing. All of the sites are getting scraped except for one has a problem. You will fix that. This scraper is also inputting the incorrect price into our database and you will need to fix that as well. Heres how the system works: Prices are scraped from several theme park websites. Then they are ran thru a calculation algorithm to determine what our price should be. All the sites are inputting the correct prices except for universal. You will fix that (Currently its putting the scraped price in our database and not the calculated price like it should). All the calculations are there already, for some reason its not being utilized for that particular theme park. That is fix 1. Fix 2 is to automatically ref...

...I am looking for concepts worth patenting, so novel kinematics, sensing arrangements or control algorithms that aren’t yet standard in the market are highly prized. Deliverables • Concept options with novelty analysis for patent potential • Detailed 3-D CAD of the chosen mechanism, including motor, pulley and cable routing • Control architecture: sensor selection, signal conditioning, algorithm flowchart and communications stack • Simulation or analytical proof that the design can hold tension within specified limits across full load range • Prototype-ready drawings, BOM and motor/gearbox sizing sheet • Brief validation plan outlining how we will verify tension accuracy, response time and sensor reliability in a pilot rig Accept...

...aren’t enough, you’ll track down licence-cleared content that matches the brief, weave everything together with tasteful colour grading, subtle transitions, fitting music, and then post the finished reel on my Instagram account at the times I specify. You should already have a portfolio of travel or nature reels and be fully comfortable with Instagram’s current reel specs, aspect ratios, and algorithm-friendly hooks. Premiere Pro, Final Cut, or DaVinci Resolve—use whatever you prefer, as long as the colour work looks premium and the final export is crisp. Deliverables • One polished, colour-graded reel per scheduled slot (25–45 s), uploaded to Instagram with my caption, location tag, and hashtags • Project file plus links to all sourced...

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...account** for **The Thai Yoga Massage School**. Our goal is to share our educational content and promote our upcoming 2026 professional courses and retreats in Mallorca, Spain. **Scope of Work:** **Account Setup:** Create and optimize our TikTok profile (Bio, links, and branding). * **Content Migration:** Repurpose existing high-quality content from our Instagram and website to fit the TikTok algorithm. * **Growth Strategy:** Identify trending sounds and hashtags relevant to the wellness, yoga, and massage communities. **Promotion:** Create a content plan to drive awareness for our September and October practitioner intakes. **About Us:** We are a leading Thai Yoga Massage School led by Kru Gab, specializing in traditional Northern Style Thai Massage. **Website **Instagram:

...hashtags * Optimize posting times for maximum reach * Assist with posting content when needed * Create or suggest strong cover photos for Reels/posts * Monitor trends and suggest viral content ideas * Track progress and provide updates * Ensure all followers gained are real and engaged Requirements: * Proven experience growing Instagram accounts organically * Strong knowledge of the Instagram algorithm and engagement tactics * Understanding of hashtags, posting timing, and audience targeting * Ability to communicate in English * Reliable daily activity and consistency Goal: Grow the account from 5,100 to 10,000 followers within 30 days using organic methods only. Payment: * $60 total payment upon successful completion of the goal within 30 days * Followers must be real, ac...

...first 1,000 samples belong to Class 1, and the second 1,000 samples belong to Class 2). The network consists of two input neurons, one hidden layer with an adjustable number of hidden neurons, and one output neuron. 1. Online learning algorithm - Plot the learning curve (number of epochs versus mean squared error for each epoch). - Evaluate the classification accuracy for the training set and the entire dataset. - Investigate the impact of the learning rate. - Investigate the impact of the steepness parameter of the activation function. 2. Batch learning algorithm - Plot the learning curve. - Evaluate the classification accuracy of the training set and the entire dataset. - Investigate the impact of the number of hidden neurons. - Investigate the impact of data preprocess...

I want to ramp up my presence on Facebook, Instagram, and TikTok with a clear, numbers-driven objective: more followers. The fastest way for us to get there is video, so I need a marketer who can take charge of short-form content from concept to publication. Here is what I have in mind. You’ll audit my existing accounts, map out a strategy that fits each platform’s algorithm, and then turn that plan into a steady stream of eye-catching reels, stories, and TikToks. Hooky captions, trending sounds, smart hashtags, and consistent branding should all come naturally to you. Because growth without proof is pointless, I also expect a simple reporting routine—analytics snapshots that show follower gains and post performance so we can double down on what works. Deliverab...

I’m doubling down on daily running-themed reels for Instagram and...to: • Maintain a simple content calendar so I can see what’s queued. • Watch Insights, send me a short weekly report on reach, saves, and follower gains. • Suggest new reel ideas or challenges suited to runners. Premiere Pro, Final Cut, CapCut, or even mobile-first tools—use whatever lets you turn edits around quickly as long as the final export is crisp 1080×1920 and ready for Instagram’s algorithm quirks. Fluency in spoken and written Tamil is non-negotiable; understanding Tamil pop-culture references is a big plus. If this sounds like your lane, share a link to two or three Reels you’ve cut in a similar style, tell me your usual turnaround time, and let&rsq...

I want to rapidly expand my Facebook ...collaboration: • Strategy & Execution: Develop and run follower-building tactics that fit my goal of driving clicks to site, not just inflating vanity numbers. • Content Amplification: Craft engaging captions, hashtags, and visual treatments that make each blog post irresistible to new users. • Community Boosting: Encourage interaction, respond to comments, and keep the page lively so the algorithm keeps showing my links. • Tracking & Reporting: Provide concise weekly updates on follower growth, reach, and, most importantly, link clicks to my domain. If you have a proven track record growing Facebook pages through organic and light-paid techniques—and you understand how to translate extra followers int...

...sound-synced captions—nothing too flashy, just clear and conversion-driven. – Visual ratio: 9:16, native IG Reels resolution, export in 1080 × 1920 H.264. Account set-up & posting • New accounts must look authentic: profile pic, short bio, and the casino’s tracking link in bio. • Schedule or manually post every 24 hours; vary hashtags to aid reach. • Reply to early comments to nudge algorithm traction. Payment UPI or any standard online transfer released every week upon proof of 7 consecutive daily posts across all pages. Acceptance criteria 1. 30 unique, brand-compliant Reels delivered and published per account. 2. Working DM automation demonstrated on each page. 3. Analytics screenshot each week showing reach a...

...think about my library, so the interface needs to surface those three filters prominently and let me combine them if I wish. • Once I have a final selection, the app should open the standard share sheet so I can send the chosen files through any installed channel (Messages, WhatsApp, AirDrop, e-mail, etc.). Accuracy is key: false positives in face grouping must be minimal, and whenever the algorithm is unsure, it should simply place the photo in an “Unsorted” bucket so I can manually move it. I’m happy for you to use Apple’s Vision/Core ML, Google ML Kit, OpenCV or another proven face-clustering library—whatever offers reliable on-device processing and keeps users’ photos private. Deliverables 1. A fully functional mobile app (native...

I’m ready to turn a fresh idea into a working MVP and need an AI specialist who can own the end-to-end predictive analytics layer. The single most important outcome is a model that takes my existing data, produces reliable forecasts, and is simple enough to slot straight into a lightweight product demo. Here’s the scope in plain words: • Select and train an algorithm that balances accuracy with speed—feel free to use Python, TensorFlow, PyTorch, or another framework you prefer, so long as the environment is reproducible. • Wrap the model in a small REST or GraphQL API so I can call predictions from a basic front-end. • Hand over deployment instructions for a cloud environment (AWS, GCP, or Azure—your choice) so the MVP runs in a real set...

...on four core modules: • Rich user profiles and advanced search – each member should enter detailed personal information and upload both photos and videos so they can be found through intuitive filters. • Real-time communication – text messaging must work instantly, and in-app voice calls should connect members securely without sharing phone numbers. • Matchmaking and recommendations – an algorithm that suggests compatible profiles based on user-supplied criteria. • Free horoscope matchmaking – a built-in tool that automatically compares two users’ horoscopes, displaying clear compatibility results at no extra cost. I expect polished, intuitive native or cross-platform code (Kotlin/Swift/Flutter/React Native are all accept...

...begin the slideshow. And should have a function when called it will display any image (JPG) by providing image path (including name). Swapping cards or adding images to the directory must work without reflashing. A quick video demo or serial log that proves smooth playback across at least fifty images will confirm completion. I will create one milestone, it will be released only when I try the algorithm and it runs smoothly. Any SD related requirement (for example mounting/unmounting) should be included...

I film daily workout routines in my gym and I need those raw clips transformed into punchy, fast-paced Instagram Reels backed by the right music. Alongside the edits, I also want a simple guide that tells me exactly how to shoot: the best angles for each exercise, ideal lighting inside a typical weight room, how long each take should be, ...delivered as high-quality MP4s ready for direct upload to Instagram plus the project files (Premiere Pro, Final Cut, or DaVinci—whatever you use). • A one-page PDF or Google Doc outlining camera settings, tripod height, sample storyboard frames, and a short checklist I can keep on my phone while filming. If you love crafting dynamic fitness content and know exactly how to leverage Instagram’s algorithm-friendly audio, let&rsqu...

...with some of these tools (not necessarily all): ChatGPT (for scripting/idea generation) CapCut / Premiere Pro / After Effects Runway ML Pika Labs / Pika Art Midjourney / Leonardo AI / Stable Diffusion ElevenLabs / AI Voice Generators Canva AI Descript Subtitles & caption automation tools What We Are Looking For: Creative mindset (VERY important) Understanding of YouTube and Instagram algorithm Ability to create hook-based engaging videos Fast turnaround time Someone willing to grow with the team Good communication Bonus (Not Mandatory): Experience with faceless YouTube channels Dark psychology / educational / storytelling content editing Thumbnail creation Project Type: Long-term / Monthly work Budget: ₹10,000 – ₹20,000 per month (Based on skill ...

...Engineer to support a STATCOM upgrade project Upgrade from old controller PSR II ABB uses the ABB AC800PEC . The objective is to design, implement, and deploy control algorithms developed in Simulink / MATLAB into the AC800PEC Toolbox environment, ensuring real-time execution and stable grid performance. ________________________________________ SCOPE OF WORK The selected engineer will: 1 Control Algorithm Development • Develop and/or refine dq-axis current control • Design PLL (Phase-Locked Loop) for grid synchronization • Implement DC link voltage control • Reactive power / voltage regulation control • PWM generation strategy 2 Model-Based Design • Develop control models in Simulink • Validate system stability and dynamic performance • Per...

...teaching pattern is limited to only Mon/Wed . Conflict checking is critical. If I later open the output file, change an instructor or move a time by hand, the tool must immediately warn me of either of the two conflicts I care about: instructor time conflicts or any overlap between courses on the master schedule. Student load limits are not required. Time slots are completely flexible; the algorithm can choose any logical blocks that satisfy the above rules. If you need guidance on our usual day-part lengths I can supply them, but please build in a simple way for me to edit or add slots later. I am language-agnostic—Python, JavaScript, C#, anything that can deliver a small desktop or browser-based utility is fine as long as I can run it on Windows with minimal setup. Th...

...progress with a fun “Relationship Level” Main Features: Account Setup User information: name, age, gender Partner information: name, age, gender, preferences Relationship status and duration Games Section Includes interactive games: Word Game: Each partner has a list of words; the app uses a built-in algorithm to match compatible actions between partners. Truth Game: Question cards to explore each partner’s preferences Additional games and daily challenges for fun and engagement Word Matching Algorithm Matches the words chosen by each partner based on predefined rules Provides instructions only when the words are compatible Sensitive/sexual words are protected and can be modified later Relationship Level Each game or challenge awards points Tracks the cou...

...reach to the correct audience. I have already tried switching up hashtags, running ads, and actively engaging with followers, but the problem persists. I now need an experienced Instagram growth specialist who can: • Audit my current followers and flag inactive, suspicious, or off-niche accounts • Analyse recent reach and demographic breakdowns inside Instagram Insights to identify where the algorithm is misfiring • Recommend concrete steps—content tweaks, hashtag sets, ad-set adjustments, or cleanup measures—to realign my account with its intended audience • Provide a concise action plan I can follow over the next 30 days, including measurable checkpoints Please share relevant experience tackling similar audience-mismatch issues, especiall...

I need our company’s LinkedIn and Instagram account pushed to the next tier of visibility—10 k fresh, organic followers within 15 days—through relentless, value-adding engagement. The priority platform is LinkedIn and Instagram, but I also want supporting activity on Facebook and Twitter so each new post earns maximum views, imp...15 calendar days. • Visible uptick in engagement metrics—views, impressions, comments and shares—on at least the last five company updates. • Daily activity log with links/screenshots that demonstrate comments, shares and outreach actions. All tactics must remain strictly organic; paid ads are off the table. If you thrive on high-speed interaction and know how to make LinkedIn and Instagram algorithm work in our fav...

Our health-focused brand is ready to scale its presence on Instagram through a well-planned social media marketing push. The assignment centers exclusively on that platform—while I may expand to Facebook or Twitter later, every tactic you propose now should revolve around Instagram’s algorithm, features, and audience behaviour. What I need: • A concise strategy that defines target personas, key messages, posting cadence, and measurable KPIs. • A 30-day content calendar with post copy, visual concepts, and recommended formats (Reels, Stories, carousel, static). • Creative direction for graphics or short videos that align with evidence-based health information and platform guidelines. • Community management guidelines covering comment moderation ...

I am developing an electrical-engineering project that revolves around control systems in MATLAB, with the spotlight on a full PID controller. The assignment covers modelling the plant, coding the proportional–integral–derivative algorithm, running time-domain and frequency-domain simulations in MATLAB/Simulink, and iteratively tuning the gains until the closed-loop behaviour meets standard performance indices. Because the emphasis is strictly on PID control, every step—from deriving the transfer function (or importing real-world data) to generating Bode, step-response, and error plots—must be documented so the workflow is reproducible. Control System Toolbox and Simulink are expected throughout; you are free to introduce additional MATLAB toolboxes if the...

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