Engineering drawing jobs

My residential building is past the concept stage and I now need the full detailed design completed in Revit. The model must be taken from its current schematic form to a fully coordinated, construction-ready BIM file, complete with all architectural details and drawing sheets. I will provide the existing concept model, sketches, and design intent. Your task is to refine every architectural element—walls, floors, roofs, stair cores, window and door families, materials, schedules—so the project is ready for tender and construction coordination. Accuracy and clean modelling practice are critical; the file should open without warnings, contain organized work-sets, and follow a clear naming convention.

Hi, there I am a Mechanical (Product and Industrial) Design Engineer with 11+ years of experience in product design, 3D CAD modeling, complex assembly, 2D drafting, STEP/STL file creation, sheet metal manufacturing, CNC and laser cutting and reverse engineering. I also have strong hands-on industry experience in both design and production, ensuring practical and manufacturable solutions.

I have a heat-transfer challenge that must be modelled and solved in Engineering Equation Solver (EES). I will provide the physical description, boundary conditions, and property data; your job is to translate that information into an EES file that runs flawlessly, returns the requested temperatures, heat fluxes, and any intermediate properties, and can be updated easily if inputs change. Please build the file so that: • all governing equations are clearly commented inside the code • key inputs appear in a tidy “User Inputs” section • outputs are grouped for quick visual inspection and, where useful, plotted with the built-in EES graphics Deliverables: • the editable .EES file • a brief PDF (or DOCX) explaining the model assumptions, ...

...Power Query is welcome if it keeps routine data entry tight and error-free. You will start from a blank workbook, map out the structure, agree on the workflow with me, then deliver finished, protected templates plus an unlocked master copy. A short video or annotated PDF explaining how to maintain and extend the files will round out the hand-over. Only apply if you have genuine construction or engineering experience—you’ll need that background to choose the right units, cost codes and progress measures. Samples of similar work will help me decide quickly....

I have a mechanical engineering assignment that includes stress-strain relationships, beam bending, shear-force diagrams, torsion of shafts, and basic dynamics. The section giving me trouble is the basic dynamics portion—kinematics, kinetics, and energy/impulse-momentum methods for particles and rigid bodies—and I need clear, step-by-step help so I can understand the reasoning as well as present polished solutions. The task is to work through the provided problem set, show every calculation cleanly, annotate free-body diagrams, and highlight the governing equations used at each step (Newton’s laws, work-energy, impulse-momentum, etc.). Please keep notation consistent with standard mechanical engineering texts, and include brief commentary on common pitfalls...

Please accept it by your end as we deal in 1300 Aud for structural steel and fabrication drawing, cut lists and dxf files for all plates

We have designed a purpose madeConstruction Hoist that will be suspended on the edge of a reinforced concrete frame building and are now currently in the process of making it. For the design of the product we have engaged with various mechanical e...a structural engineer or someone similar to look at the product and come up with building parameters – for example minimum concrete strength, depth, extra reinforcement in slabs if needed etc to install the hoist on an new RC frame. (According to British and Irish / European standards) Ideally I would like someone to create some sort of technical file accompanied by a generic Temporary Works drawing that we can send to building contractors to review and give them the necessary information to permit our hoists to be installed on th...

I am looking for a professional interviewer to conduct mock interviews focused on company-level and project-based questions. The goal is to improve my communication, technical explanation, and confidence in real interview situations. The interviewer should ask realistic questions similar to those asked in job interviews, provide feedback on my answers, and suggest improvements...technical explanation, and confidence in real interview situations. The interviewer should ask realistic questions similar to those asked in job interviews, provide feedback on my answers, and suggest improvements. This will help me better prepare for actual company interviews and present my projects effectively. If you want, I can make it more technical or tailored to your field (like antennas, engineering...

Our engineering team has finalised the PCB, battery pack and wiring harness for a dual-grip handheld device. Now I need the outer skin modelled in Fusion 360 with true Class A quality. The job centres on sculpting the left and right grips so they flow seamlessly into the central body, keeping G2 curvature throughout. Real-world ergonomics drive every line: the grips must stay comfortable during long sessions, accommodate a wide range of hand sizes and allow for a future non-slip texture. Think of the feel of the best gaming controllers rather than a simple plastic shell. Because this will go straight to tooling, every surface must be watertight, draft-aware and suitable for plastic injection moulding. I will share the internal component envelope; your model has to respect mounti...

I need an experienced translator to render my two-page English CV into flawless, industry-appropriate Arabic that will speak directly to hiring managers in the engineering sector. The document is already well-formatted, so I expect the Arabic version to mirror the existing layout, headings, and spacing while capturing the professional tone and concise style recruiters look for during a job application review. Key points: • Accurate engineering vocabulary and clear, action-oriented phrasing. • No automated output—I want human translation with a final proof-read for consistency. • Delivery in editable Word format plus a matching PDF, ready to send out immediately. If you have a solid track record translating technical résumés or si...

I need a control system for two electric motors, each drawing 2.5 amps. The motors should be controlled sequentially using manual rotary switches. Requirements: - Control both motors with manual rotary switches - Motors should be controlled sequentially Ideal Skills and Experience: - Experience with electrical systems and manual switches - Familiarity with controlling electric motors - Ability to design a simple, safe control setup

I need reliable support for my engineering-math homework, with a primary focus on calculus—especially derivatives. Whenever an assignment drops, I’ll upload the questions and look for a clear, written, step-by-step walkthrough that shows each line of reasoning, the formulas applied, and the final answer. Fast turnaround is essential; some tasks come with tight, same-day deadlines, so I need someone who can jump in online and respond quickly when flagged as “urgent.” Although derivatives dominate my current workload, occasional algebra or statistics problems do appear, so a solid background in those areas is a plus. All sessions and explanations will be delivered entirely online; no video or live calls are required unless we both decide they’d help sp...

...block or template, please apply the standard FrameCAD formatting conventions you normally use. To keep things clear, here’s what I need back from you: • Detailed shop drawings in both DWG and PDF • Fabrication drawings ready for roll-out on the FrameCAD machine • Cutting list / material take-off in Excel format • Bill of Quantity that ties directly to the MTO • General arrangement (GA) drawing for on-site reference All files should be coordinate-consistent, clash-checked, and arranged so the production team can load them without additional editing. If you see constructability issues while detailing, flag them early so we can resolve them before issuing the final set. Let me know your estimated turnaround and any sample FrameCAD project...

I need a hands-on Proof of Concept that lets me judge whether an AI/ML solution is worth scaling up. The PoC must move beyond slides and theory: I want code I can run, metrics I can inspect, and a short demo that shows the idea in action. My current inclination is to explore a Reinforcement learning approach, so the prototype should revolve around that paradigm—state definition, reward engineering, training loop, and performance benchmarking. If you believe a hybrid or alternative method will surface better insights, explain why and we can adjust. Scope of work • Clarify business and technical goals with me at the outset. • Prepare an appropriate sample dataset or simulated environment, documenting any assumptions you make about data generation or cleaning. ...

I’m looking for a skilled pencil artist to produce a hand-drawn, highly realistic mountain-scenery landscape. Fine, consistent shading and delicate textural detail are essential because the final piece will be showcased on Instagram, so every ridge, tree line, and cloud contour must hold up under close zoom. Here’s what I need from you: • A clean, smudge-free drawing with professional presentation. • Depth and dimensionality created purely through graphite—no color or digital touch-ups. • A high-resolution scan (300 dpi PNG or JPEG) suitable for square or vertical social-media cropping. Timeline is tight: I’d like the finished file delivered within 2–3 days of project start so I can schedule my post. If you work faster and mai...

...ornamental poles Load calculations and feeder distribution details Earthing layout and protection scheme Any other drawings required for execution approval Project Parameters: Road length: 1 km Pole spacing: 25 meters Pole location: Centre median Pole type: Ornamental poles (preferred) Lighting type: LED Street Lighting Estimate basis: PWD Electrical SR Karnataka Deliverables: Lighting layout drawing (AutoCAD format) BOQ in Excel format Detailed estimate as per PWD SR Karnataka Cable sizing calculations Foundation drawings SLD and feeder details Technical specifications document Required Experience: Applicants should have: Prior experience in highway street lighting design Familiarity with PWD Electrical SR Karnataka Experience preparing government-compliant electrical est...

...high-concurrency inference Integrate and fine-tune open-source video generation models (e.g. Wan2.2, CogVideoX) Optimize GPU inference performance using TensorRT, xformers, and quantization techniques Implement LoRA-based fine-tuning for character consistency and style customization Collaborate with ML researchers to accelerate the path from research to production Requirements 5+ years of AI/ML engineering experience Hands-on experience with video or image generation systems in production Strong PyTorch skills; experience with Diffusers and DiT architectures Solid understanding of GPU inference optimization (TensorRT, xformers, quantization) Practical LoRA fine-tuning experience, including hyperparameter tuning and overfitting control Ability to independently build and deploy...

...50 and above only Guest posts should preferably be DR 60 and above Domains must be indexed in Google Domains must have real traffic and must not be spammy Backlink Quality Rules All links must be contextual and placed inside content Author bio links are not allowed Homepage links are not allowed Sidebar or footer links are not allowed Content must be indexed and relevant to industrial or engineering niche Allowed Backlink Types Guest posting with priority Article or blog submissions on real websites High quality web 2.0 platforms with proper content and indexing Niche industrial directories with limited use Strictly Not Allowed Forum or profile links Comment backlinks Social bookmarking spam Private blog networks Auto generated backlinks Low quality directories Anchor Tex...

Detailed permit ready architectural drawings for the addition of a 2nd level to an existing home. I have created a basic drawing of the existing house and the proposed addition, need to develop the full set of technical drawings needed for a permit in New Jersey including the require NJ registered architectural or engineer stamp. 2nd level approximately 1200 square feet with three bedrooms, 3 bathrooms a laundry room, and stairs to a habitable attic space. Note as this is an addition to an existing single family structure no site-work is required, just need to show the existing property survey and setbacks on the plans. Looking for a permit ready set of signed and sealed plans including: -Detailed Technical Drawings (based on my design) but suggested changes are welcome: -Tec...

...• Conduct user interviews and focus group discussions (FGDs) to uncover deep insights. • Perform data modeling and analysis using statistical tools (SPSS, Python/R). • Independently deliver customer research reports and build interactive dashboards to visualize findings. • Effectively communicate insights to Product, Engineering, and Leadership teams to drive actionable outcomes. Qualifications: • Master’s degree or above in Psychology, Market Research, Automotive Engineering, or related fields. •Experience in user research, market insights, or consulting, including 2+ years in the automotive industry. • Strong knowledge of intelligent cockpit, connected vehicles, autonomous driving, and NEV trends. • Advanced PPT/Excel skills...

...visuals that capture the part exactly as I need it, and I’m looking for a precise 2-D CAD drawing that can serve as formal engineering documentation. Your task is to translate those visuals into a fully annotated drawing that clearly shows every required dimension and tolerance so it can move straight into review without extra markup rounds. Once I share the images, you will: • Recreate the geometry faithfully in a standard CAD format (DWG or DXF is fine—let me know if you prefer another). • Add complete linear, angular, and hole-callout dimensions, plus any necessary tolerance notes. • Lay the sheet out to standard engineering conventions, ready for printing or PDF export. I’ll sign off once the drawing matches t...

...planting schedule listing species, specimen sizes and seasonal colour notes suited to Kanpur’s climate. • At least two high-resolution visualisations or SketchUp/ Lumion renders to help stakeholders picture the finished look. Pathways, seating areas or water features are not essential at this stage, though the design should leave room for them later if the board approves an expanded scope. The drawing set must be export-ready for local contractors and include clear north arrows, legends and sheet titles. Accuracy, clarity and an eye for sustainable, low-water planting choices will be the key acceptance criteria....

...notes from call transcripts, and trigger follow-up actions when I ask Claude. • Email & Calendar: draft and send client emails that reference live MLS data or CRM notes, propose meeting times, and automatically add appointments to my calendar. I already hold the API keys or admin access for each of these platforms. What I’m missing is the connective tissue: secure API integrations, prompt engineering, and a straightforward chat interface (Slack plug-in, web dashboard, or anything you recommend) that keeps the conversation with Claude contextual across MLS, CRM, and email threads. Deliverables I will sign off on: 1. Working Claude AI instance authenticated with my MLS, my CRM, and my email/calendar service. 2. Clearly documented integration scripts or middlew...

I have an old draft plan that has become hard to read and share, and I need it reproduced cleanly in digital form. The scope is straightforward: redraw the existing floor layout exactly as shown, keeping every wall, door and opening in the same position and supplying clear, accurate measurements on the new drawing. No electrical, plumbing, furniture, materials or textures are required—just the core architectural lines with dimensions. You may work in AutoCAD, Revit, ArchiCAD or another mainstream drafting tool so long as the final files arrive in both an editable source format (DWG or equivalent) and a high-resolution PDF ready for printing at A3. I will provide the scanned original and any extra dimensions you request. Deliverables • Clean, scaled floor plan showing al...

...planting schedule listing species, specimen sizes and seasonal colour notes suited to Kanpur’s climate. • At least two high-resolution visualisations or SketchUp/ Lumion renders to help stakeholders picture the finished look. Pathways, seating areas or water features are not essential at this stage, though the design should leave room for them later if the board approves an expanded scope. The drawing set must be export-ready for local contractors and include clear north arrows, legends and sheet titles. Accuracy, clarity and an eye for sustainable, low-water planting choices will be the key acceptance criteria....

...Republic + regional suppliers) - Establish upstream raw material sourcing (steel, aluminum, components) - Lead RFQ processes, supplier comparison, and negotiations - Implement cost breakdown analysis and sourcing optimization --- 2. Manufacturing & Production Setup - Structure and implement toll manufacturing partnerships - Define production workflows and supplier responsibilities - Align engineering outputs with manufacturability - Develop scalable production processes and SOPs - Oversee early-stage production readiness --- 3. Logistics & Shipping Strategy (Critical Priority) - Design and implement shipping strategy (China → DR → U.S.) - Focus heavily on DR → U.S. trailer movement cost optimization - Evaluate transport methods (RoRo, convoy/tow, flat r...

...needs, and presenting our capabilities in clear, fluent English. Because these calls often explore model selection, data pipelines, and integration details, you should be comfortable discussing high-level AI/ML concepts as well as general web-stack topics (APIs, databases, cloud deployment, etc.). While the focus is on the live conversations, a concise written recap after each session helps my engineering team move faster. Deliverables after every meeting: • Host and record the Google Meet interview • Brief summary of key requirements, concerns, and next steps If you have solid communication skills, an analytical mindset, and the technical grounding outlined above, I look forward to collaborating....

I'm looking for a talented artist to create a realistic drawing of my original sci-fi character. (Titanfall Pilot) Requirements: - Realistic (enough) - Background should be plain/solid color Ideal skills and experience: - Expertise in realistic character design - Experience with dynamic action poses - Ability to create clean, solid color backgrounds Please provide samples of similar work.

...showing setup, sample commands, and a couple of example filter rules. 3. Brief guidance on extending the filter logic should new criteria be needed. I value clean, readable code over quick hacks, so please organise functions sensibly and include error handling for malformed JSON or invalid arguments. Feel free to suggest improvements or additional features if they can be added without over-engineering the solution....

...clean, powerful, professional, and built to last. At this stage, we are open to thoughtful creative exploration. We are especially interested in concepts that may incorporate the initials TTC in a strong, intelligent way, while subtly drawing inspiration from themes such as: turbines rotational motion airflow power mechanical performance industrial engineering The goal is not to create something overly literal, but rather a logo that communicates industrial credibility and brand permanence. What the logo should communicate: Industrial strength Precision engineering Reliability and performance Professionalism A premium, established brand presence Preferred Creative Directions: We would like designers to explore 2–3 directions such as: A TTC monogram with a bold...

I need an accurate STL model for a small insert that seals the open section of the high-mount third brake-light housing on a 2020-2024 Ford Transit. The final part will be printed in plastic, but I am flexible on the specific filament—ABS, PLA, or PETG—once we confirm which w...have the measurements, create a snug-fitting design that follows the light’s contour, does not block the rear view camera (see photo of camera on the left), and prevents water or dust ingress. Deliverables: • Finished, watertight STL ready for FDM printing • Source CAD file so I can tweak it later • Up to two quick revisions after a test print, if needed If you have experience reverse-engineering small automotive parts and can turn this around quickly, let’s get ...

...level. Include a “hotspot” mode that highlights only the top 20% of areas using five graduated bands (top 1%, 1–5%, 5–10%, 10–15%, 15–20%), leaving everything else unshaded. Add an info box panel (top right) showing dataset details. Stage 4 – User-defined areas Two ways for users to define custom areas: a dropdown selector (choose area type, filter by state, search and multi-select) and a polygon drawing tool on a map. Polygon-selected areas should calculate proportional data based on the share of each mesh block’s geography that falls inside the polygon. Users can name and save their areas to a “My Areas” page. Stage 5 – Dashboards & reports Let users create and save named dashboards combining their custom ...

...details, tolerance stacks and material choices, • refine the CAD (SolidWorks / Fusion 360 are fine) so files drop straight into an SLA, SLS or FDM workflow, and • supply a short run of accurate prints that I can use for final fit checks with suppliers. Deliverables • Updated CAD in STEP and native format • Print-ready STL files • 10–20 high-resolution printed units in the specified engineering resin/nylon • Brief build report covering orientation, layer height, infill or solid parameters, and any post-processing steps Acceptance criteria: parts must meet ±0.1 mm dimensional accuracy on critical features and show consistent surface finish suitable for functional testing. I’ll approve the job once the first article ...

I need a realistic top down map drawn from a satellite image in .png(high resolution) format. The map should have medium detail with main features. I will need one in winter theme and one with summer theme. Key Requirements: - Draw map of a ski-resort from provided satellite image an...summer theme. Key Requirements: - Draw map of a ski-resort from provided satellite image and hand drawn details about the area - Realistic but animated style (see attached inspirational image) - important to keep the proportions right because it will be attached as overlay to a real map. Ideal Skills and Experience: - Experience in creating realistic maps - Proficiency in image editing and drawing software - Attention to detail and ability to interpret satellite images Please share samples of sim...

I need a design for an LVL beam to support a load-bearing wall that I want to open up. The wall is more than 20 feet long. The design should reflect a traditional style to match the aesthetics of my residential property in Georgia. Ideal Skills and Experience: - Structural engineering expertise - Experience with LVL beam design - Knowledge of traditional design elements - Familiarity with Georgia building codes

I'm seeking a talented artist to do some illustrations/drawing for the following wedding items in a rustic style: - Wedding Invitations - Menu - Seating Plan - Name cards These should incorporate elegant calligraphy and follow a pastel color scheme. Ideal Skills and Experience: - Proficiency in drawing and painting - Experience with rustic-style designs - Skilled in calligraphy - Strong understanding of color theory and application I’ve the save the date, which has the same aesthetic we are looking for.

I have an early-stage idea for a new household item—right now it’s nothing more than notes and rough thoughts. I’m looking for a product ...without questions. Together we’ll refine the form, choose practical materials, and lock in key dimensions. From there I’ll need fully dimensioned 2D drawings and supporting 3D views produced in a mainstream CAD package such as SolidWorks or Fusion 360. Please apply the usual GD&T conventions and manufacturing tolerances so the files are production-ready. Deliverables • Native CAD files • PDF drawing pack with all dimensions and annotations • Brief bill of materials Let me know your typical turnaround time and how you prefer to handle revisions. I’m available for quick feedback and c...

I’m at the very beginning of my initiative and need a professional who can turn my rough ideas into a clear, actionable brief. Right now I have no finalized objective, timeline, or toolset—just several possibilities—and I want your help drawing these out so development or marketing work can proceed without confusion later. Here’s what I expect from our collaboration: • A discovery session (or two) in which you guide me through targeted questions to surface the real goal, budget limits, ideal deadlines, and the tech or creative resources we’ll need. • A concise scope document that captures the agreed-upon objective, success metrics, high-level milestones, and recommended tools or platforms. • A simple action plan that maps the first ...

I'm looking for Mathematics and Biomedical research expert and engineer to help out with project ideas and execution.

...LinkedIn job search features and filters. High level of confidentiality and professionalism. Strong organizational and time-management skills. Reliable internet connection and ability to meet daily targets. Preferred Qualifications Experience as a virtual assistant, recruiter, or job application specialist. Knowledge of resume optimization and keyword targeting. Familiarity with roles in Data Engineering, Machine Learning, AI, or IT. Experience using tools such as Microsoft Excel, Google Sheets, and ChatGPT. Compensation Base Pay: $8 per day. Performance Bonus: $2 for each recruiter call or interview secured. Potential for increased pay based on performance and consistency. Opportunity for a long-term partnership. Work Schedule Flexible working hours. Must complete daily targets ...

Wanted: CAD / DXF layer cleanup and organization for an architectural floor plan I am looking for an experienced CAD freelancer to clean up and reorganize an existing architectural floor plan file. The drawing already exists, but the layer structure is messy and inconsistent. Different objects are placed in the wrong layers, some objects appear in multiple layers, and the file needs to be cleaned up properly and logically. The job is not to redesign the floor plan. I only want the existing file to be cleaned, sorted, and organized correctly. Scope of work: * sort all objects into the correct layers * make sure furniture, bathtubs, sinks, toilets, kitchen fixtures, doors, windows, interior walls, exterior walls, dimensions, shafts, hatches, and similar elements are each placed i...

I am looking for an artist to create realistic pencil drawings of family portraits. The portraits will include 3-4 family members including a goodledoodle and the simple background is to be determined Requirements: - Realistic pencil drawing skills - Experience in family portraits - Ability to capture likeness and details Ideal Skills: - Fine art proficiency, particularly in pencil - Previous work in portraiture - Strong attention to detail Please provide samples of similar work.

I nee...(consistent and uniform, no paper-thin spots). • The model must be fully parametric so I can tweak height or diameter later without breaking the neck thread or volume. • Internal volume verified in SolidWorks at 118 ± 0.5 ml with the cap off. • No logos, embossing, or label panels—keep the body completely blank and clean. • Deliver the native .SLDPRT file plus STEP/IGES export and a quick PDF drawing showing main dimensions and calculated volume. I’ll send the photo reference the moment we start. Please return first screenshots for confirmation within 24 hours and final files inside 48 hours total. I’m available for rapid feedback during the build, and I’ll release approval as soon as the volume check, neck spe...

I’m looking for a structural engineer (ideally experienced in steel or mixed systems) to develop a compact but complete engineering package for a single-bay garage used as a dry storage room. 1. Object parameters • Clear internal dimensions: width 3 m, height 3 m (at the door opening), length 10 m • Needs good natural ventilation while remaining airtight enough to keep materials dry 2. Scope of work • Advise on one or two cost-efficient structural systems (e.g., light steel frame, masonry with steel roof trusses, etc.) and briefly justify the choice • Perform structural calculations according to Eurocodes, including: – wind and snow loads for the exact site (location will be provided after hire) – simple, ec...

I need a detailed CAD drawing for a custom spherical pressure vessel made of carbon steel. The vessel is intended to operate at medium pressure (15 to 150 psi). Requirements: - Spherical design - Carbon steel material - Medium pressure specifications Ideal Skills & Experience: - Proficiency in CAD software - Experience with pressure vessel design - Knowledge of carbon steel properties and medium pressure requirements

...numerical dataset and need a supervised machine-learning model built, validated, and handed over with clear documentation. The goal is to predict future outcomes from past observations, so model accuracy and interpretability both matter. Here’s what I need from you: • A brief data-exploration notebook that highlights key correlations, missing-value handling, and basic visuals. • Feature engineering tailored to the data’s domain (scaling, encoding, derived metrics, etc.). • At least two supervised algorithms (for example, Gradient Boosting and Random Forest in scikit-learn, or an XGBoost/TensorFlow alternative) trained, cross-validated, and benchmarked. • A concise performance comparison using appropriate regression/classification metrics&m...

I need an AutoCAD expert to assist with 2D drafting, specifically technical drawings. You will be modifying existing files as the project moves forward and changes occur. I will guide you fully on what to do exactly, this job is basically just moving things around in an existing drawing. Requirements: - Proficiency in AutoCAD, particularly in 2D drafting - Experience with creating accurate technical drawings - Ability to work from existing files Ideal Skills: - Detail-oriented - Time-efficient - Previous experience with similar projects Looking forward to your bids!

...Personal Professional Blog / Website I am seeking an experienced freelancer to design and develop a premium personal blog/website that presents my professional journey in construction management and civil engineering. This is not a service-based or sales website. The objective is to create a personal digital platform that is visually engaging similar in feel to a curated social feed (inspired by LinkedIn and Instagram) but more structured, content-driven, and professionally presented. The platform should showcase my career, projects, and technical insights across architecture, civil engineering, and construction project management, with a strong emphasis on clarity, quality, and visual impact. Key Objectives • Develop a clean, modern, high-end website (black-and-w...

...numerical dataset and need a supervised machine-learning model built, validated, and handed over with clear documentation. The goal is to predict future outcomes from past observations, so model accuracy and interpretability both matter. Here’s what I need from you: • A brief data-exploration notebook that highlights key correlations, missing-value handling, and basic visuals. • Feature engineering tailored to the data’s domain (scaling, encoding, derived metrics, etc.). • At least two supervised algorithms (for example, Gradient Boosting and Random Forest in scikit-learn, or an XGBoost/TensorFlow alternative) trained, cross-validated, and benchmarked. • A concise performance comparison using appropriate regression/classification metrics&m...

Software engineering is the systematic application of engineering principles to the design, development, testing, maintenance, and retirement of software systems. It goes beyond just writing code to solve complex, real-world problems through efficient, scalable, and secure digital solutions. Coursera Coursera +3 Here is an overview of what is required in software engineering, broken down by key phases and responsibilities: 1. The Software Development Life Cycle (SDLC) Software engineers follow a structured process to ensure quality and reliability: Planning & Requirement Analysis: Defining project goals, user needs, and technical constraints. Design & Architecture: Creating blueprints for the system, including database design, system architecture, and user i...