10 Algorithms Machine Learning Engineers Need to Know
Want to know the most commonly used algorithms which can be applied to any data issue? Here's the list.
Yazılım Mühendisliği bitirme projem için "Integer Linear Programming" kullanarak üniversiteler için otomatik ders programı oluşturan bir programa ihtiyacım var Bir arayüzümüz ımın pek önemi yok basit temel bir tasarım beni kurtarıyor. Arayüzde ders programı için belirlenen kısıtların(öğretmenler sınıflar ders saatleri günler vs) girilebileceği bir alan olacak. Kullanıcı kısıtları(öğretmenin çalışmak istediği günler maks min çalışma saatleri gibi) girdikten sonra kısıtları karşılayan bir ders programı tablo şeklinde arayüz üzerinden kullanıcıya sunulacak. Programlama dili olarak integer linear programming kütüphanesi içeren herhangi bir dil (Pyth...
Projeden ziyade uzun bir ödev olarak nitelendirilebilir. Yapması bilen kişi için oldukça kolay ve kısa sürecek bir çalışma . Toplam 4 sorudan oluşan projede linear matematiksel programlama yapılması isteniyor.
...istenmektedir. Oncelikle linear probing catsma cozme kuralina gore calisan hash tablolar tabanli bir Dictionary ADT gerceklestirimi yapmaniz gerekmektedir. 17 farkli hash fonksiyonu icin toplam catisma ve maximum catisma sayilarini raporlamaniz beklenmektedir. 17 farkli hash fonksiyonu 0 dan 16 ya kadar cyclic shift hash kodlar kullanlarak elde edilecektir. Kisaca, sizden istenen ders kitabinda sayfa 528 (Tablo 9.2) de Ingilizce kelimeler icin yapilmis olan sonuc tablosununun benzerini Turkce kelimeler icin yapmanizdir. Diger bilgiler: Default max load factor degeri 0.5. Initial table size degeri 100. Compression fonksiyonu olarak Division metodu. Hash code fonksiyonu olarak cyclic shift hash kodlar. Linear-probing ...
...- Hall sensor A3188 (PCB variant): ~$2–4 - 3 push buttons, 3 LEDs, resistors, switch: ~$5–10 **Mechanical:** - MGN 12H 150mm linear rail + carriage: ~$10–15 - 6× 608 ball bearings: ~$5–8 - GT2 belt (6mm) + pulleys + idler: ~$5–10 - Neodymium magnets (25+ pieces, various sizes): ~$10–15 - Screws, heat inserts, square nuts, M8 bolts: ~$10–15 - Limit switches (2×): ~$2–3 **3D Printing:** - PLA + PETG filament (likely 500g–1kg total): ~$10–20 **Rough total: ~$100–170 USD**, depending on where you source parts (AliExpress on the low end, Amazon on the higher end). ## Estimated Assembly Time Given the complexity — mechanical assembly with multiple subassemblies, linear rail setup, belt tensi...
...Save it to excel as and •Process the data in python •Create a function in python that will generate individual reports (word or PDF format) – sample 5 reports (for delivery), not 1000 and produce them as files. •Create visuals for the web report or individual reports as needed. •Elaborate any correlation between variables (if and when applicable) •Apply linear regression to predict the Digital maturity level for an input variable. •Show top 10 best vs 10 worst cases in dashboard. •Final result should look like this (we want this or similar, maybe streamlit) Deliverables: Both Excel Files; Python analysis code; Sample reports (5 pdf or word); web dashboard with items as per reference. Below you have sample data from previous
...Save it to excel as and •Process the data in python •Create a function in python that will generate individual reports (word or PDF format) – sample 5 reports (for delivery), not 1000 and produce them as files. •Create visuals for the web report or individual reports as needed. •Elaborate any correlation between variables (if and when applicable) •Apply linear regression to predict the Digital maturity level for an input variable. •Show top 10 best vs 10 worst cases in dashboard. •Final result should look like this (we want this or similar, maybe streamlit) Deliverables: Both Excel Files; Python analysis code; Sample reports (5 pdf or word); web dashboard with items as per reference. Below you have sample data from previous
I need a clean, permit-ready site plan for a commercial parcel of roughly one to five acres. The drawing must include a north arrow, complete property lines with linear dimensions, and every recorded easement called out by type. All existing on-site structures plus one new commercial building have to be shown with footprint, overall dimensions, roof height, and clear setback distances between each other and every boundary line. Project is in Vancouver, WA. I will send you the latest survey and the exact footprint and height for the proposed building—your task is to translate that information into a professional CAD drawing. Please draw the centerline of each bordering street, label the street names, and note whether the roadway is public or private. Deliverables • ...
...because of data-handling policies. Scope of work The core task is to design, train, and deploy a regression-based machine-learning model that predicts optimal email-send parameters from rich transactional data. I will supply secure access to the historical transaction logs; you will architect the data pipeline, engineer the relevant features, and iterate on model performance until it is production-ready. Once validated, the model should be wrapped in an API and integrated into our existing email infrastructure so it can trigger personalized sends automatically. Key responsibilities • Data ingestion and cleaning for large transactional datasets • Feature engineering geared toward regression targets (e.g., best send-time, expected revenue) • Model tr...
...time zones • Self-starter who takes ownership and drives results independently Bonus: • Technical background or experience working closely with dev teams • Vibe coding mindset — can use AI tools to automate and optimize • Experience in niche/technical product e-commerce or hardware • Familiarity with the 3D printing industry or maker community • Experience with project management tools (Jira, Linear, Notion, etc.) • Experience with ERP or inventory management tools • Knowledge of international trade (customs, duties, EU/US regulations) • Experience scaling operations from early stage to high volume --- HOW WE WORK • Remote, flexible hours • Clear communication, ownership mindset • Efficiency-first — always ...
Senior C++ Audio Software Developer (GUI & Systems) Project: SQNT – A Next-Generation Live Performance Host Stack: C++, JUCE, Dear ImGui, Python API Role: Contract-to-Hire / Project-Based About the Project SQNT is a specialized, non-linear performance host designed to bridge the gap between hardware workflows (Elektron-style) and VST power. We are moving from a high-functioning prototype into a polished, commercial-ready release. We need a developer to lead the GUI overhaul and standardize our core codebase for a professional launch. The Role We are looking for a C++ developer with deep experience in audio software. You will be responsible for: GUI Transformation: Transitioning the current interface from Dear ImGui to a custom, high-performance, and high-contrast stage-re...
I have Apple Pay enabled through Shopify Payments and the button shows up on every product page, but when a customer taps it the site jumps to the regular checkout instead of opening the Apple Pay sheet and comple...practice—while keeping existing styling untouched. I’ll provide collaborator access and a sandbox product for testing. Acceptance criteria • Clicking the Apple Pay button on a product page opens the native Apple Pay sheet • Payment can be completed end-to-end with no intermediate checkout page • Successful orders appear in the Shopify admin with correct line items and customer details • No regression on other payment methods or storefront functionality If you’ve solved this exact issue before, I’d love to see a quick ...
...fast-paced Agile environment. Your work will directly contribute to the robustness of a critical cybersecurity product. Key Responsibilities • Design, develop, and execute manual and automated test cases for reverse proxy server features leveraging the benefits of Gen AI tools. • Validate secure communication protocols (TLS/SSL), routing logic, and load balancing mechanisms. • Perform functional, regression, performance, and security testing across cloud environments. • Collaborate with developers and the Scrum Master to define acceptance criteria and sprint goals. • Identify, document, and track bugs using tools like Jira or Azure DevOps. • Ensure compliance with cybersecurity standards and secure coding practices. • Conduct post-deployment va...
Security Engineer to implement advanced application-layer security improvements, session control, and str...factor authentication integration Access logging and monitoring Emergency access documentation VPN / Zero Trust implementation is optional based on feasibility assessment. 3. Framework and Dependency Upgrade Upgrade and related dependencies to address security vulnerabilities. Requirements Structured dependency audit Incremental upgrade plan Code refactoring as needed Comprehensive regression testing Zero downtime deployment strategy Rollback procedures Technical Environment Frontend: , React, TypeScript Backend: Node.js, API routes Database: AWS RDS Infrastructure: Elastic Beanstalk, ElastiCache, VPC CI/CD: CodePipeline No production patient data access provided.
Security Engineer to implement advanced application-layer security improvements, session control, and str...factor authentication integration Access logging and monitoring Emergency access documentation VPN / Zero Trust implementation is optional based on feasibility assessment. 3. Framework and Dependency Upgrade Upgrade and related dependencies to address security vulnerabilities. Requirements Structured dependency audit Incremental upgrade plan Code refactoring as needed Comprehensive regression testing Zero downtime deployment strategy Rollback procedures Technical Environment Frontend: , React, TypeScript Backend: Node.js, API routes Database: AWS RDS Infrastructure: Elastic Beanstalk, ElastiCache, VPC CI/CD: CodePipeline No production patient data access provided.
Security Engineer to implement advanced application-layer security improvements, session control, and str...factor authentication integration Access logging and monitoring Emergency access documentation VPN / Zero Trust implementation is optional based on feasibility assessment. 3. Framework and Dependency Upgrade Upgrade and related dependencies to address security vulnerabilities. Requirements Structured dependency audit Incremental upgrade plan Code refactoring as needed Comprehensive regression testing Zero downtime deployment strategy Rollback procedures Technical Environment Frontend: , React, TypeScript Backend: Node.js, API routes Database: AWS RDS Infrastructure: Elastic Beanstalk, ElastiCache, VPC CI/CD: CodePipeline No production patient data access provided.
Security Engineer to implement advanced application-layer security improvements, session control, and str...factor authentication integration Access logging and monitoring Emergency access documentation VPN / Zero Trust implementation is optional based on feasibility assessment. 3. Framework and Dependency Upgrade Upgrade and related dependencies to address security vulnerabilities. Requirements Structured dependency audit Incremental upgrade plan Code refactoring as needed Comprehensive regression testing Zero downtime deployment strategy Rollback procedures Technical Environment Frontend: , React, TypeScript Backend: Node.js, API routes Database: AWS RDS Infrastructure: Elastic Beanstalk, ElastiCache, VPC CI/CD: CodePipeline No production patient data access provided.
...responses • API endpoints • Validation: Confirm remediation using security scanning tools 3. Vulnerable Framework/Component Upgrade • Task Type: Dependency management and testing • Requirement: Identify and upgrade vulnerable frameworks/libraries to secure versions • Process: • Audit current dependency versions • Plan upgrade path ensuring backward compatibility • Implement upgrades with thorough regression testing • Document all changes and migration steps 4. SSL/TLS Security Hardening • Task Type: Infrastructure configuration • Requirement: Strengthen TLS configuration and eliminate weak ciphers • Scope: • Disable TLS 1.0/1.1 and weak cipher suites • Implement strong, current best-practice cipher configuratio...
...responses • API endpoints • Validation: Confirm remediation using security scanning tools 3. Vulnerable Framework/Component Upgrade • Task Type: Dependency management and testing • Requirement: Identify and upgrade vulnerable frameworks/libraries to secure versions • Process: • Audit current dependency versions • Plan upgrade path ensuring backward compatibility • Implement upgrades with thorough regression testing • Document all changes and migration steps 4. SSL/TLS Security Hardening • Task Type: Infrastructure configuration • Requirement: Strengthen TLS configuration and eliminate weak ciphers • Scope: • Disable TLS 1.0/1.1 and weak cipher suites • Implement strong, current best-practice cipher configuratio...
Our internal Go HighLevel (GHL) panel needs a visual overhaul that puts the dashboards front-and-center with a cleaner, more modern look. The native interface feels cluttered; I want the e... • Layout adjustments improve scannability: key metrics surface above the fold, non-critical items are collapsible. • Interactive elements (filters, date pickers, action buttons) adopt the revised styling and remain fully functional. • Custom CSS/JS is delivered as modular code, clearly documented so I can toggle individual tweaks in the future. • No core GHL functionality is broken; regression testing confirms parity with the current feature set. If additional context, source files, or staging access are required, let me know—everything is ready so the redes...
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...Deliverables 1. Completed detection engine covering the full range of JAWS-related accessibility issues found in Storyline output. 2. AI-generated fix recommendations that reference the exact file, element, and attribute to change. 3. Responsive web interface with sortable/reportable issue list plus export options. 4. Automated test suite with a set of sample courses and known defects for regression checks. 5. Setup script or container image for easy deployment on our internal server. Acceptance criteria • When run against the sample courses we provide, the tool must detect at least 95 % of the manually confirmed issues and produce actionable fixes. • Reports open cleanly in JAWS and NVDA, demonstrating the fixes. • Code passes a peer review for re...
I need help recalibrating a Linak linear actuator LA36. The actuator is experiencing inconsistent movement during both extension and retraction. I’ve already checked the power supply and inspected the wiring connections, but the issue persists. Ideal skills and experience: - Experience with Linak actuators, particularly the LA36 model - Strong troubleshooting skills in linear actuators - Electrical knowledge to identify and fix calibration issues
I want to take our pediatric therapy clinic’s Facebook and Instagram feeds from “nice to have” to “must follow.” Each month you will map out a clear content calendar that blends clinic goals with timely themes—think back-to-school routines or summer regression reminders—while always keeping brand voice and values front and center. Educational content is the priority. Parents come to us for trustworthy guidance, so every post should teach something useful and feel reassuring rather than sales-y. Because quick-scan visuals perform best with our audience, the core format will be well-designed graphics; captions and the occasional reel can support them, but the graphics carry the lesson. The graphics need to rotate through these parent-focused...
...unaffected when symbols are used 4- Arabic Compatibility Symbols behave correctly in RTL text Symbols do not break Arabic shaping or joining behavior of adjacent letters 5- Application Validation Symbols render correctly in common environments (e.g. text editors and browsers) No clipping, overlap, or misalignment issues Font Integrity: Font installs and loads without errors No corruption or regression in existing Arabic letters...
I need a propensity-modelling software package that plugs directly into our CRM system, website analytics, and sales database, unifying those streams into a clean, continuously updated dataset. On top of that data layer, the build must train, evaluate, and deploy the best-performing predictive models—whether regression, decision-tree, neural-network, or any other technique that proves superior—then surface the results through a lightweight web interface and an API our teams can call in real time. Key deliverables • Automated ETL jobs and data-quality checks for the three sources mentioned above • Modular training pipeline with experiment tracking, lift/ROC reporting, and feature-importance visuals • Scoring service exposed via REST (or GraphQL) endpoi...
Taylor series expansion/perturbation expansion/Laplace decompression of the non linear terms and parameters set up for the problem
1. Logo Versioning Package (No Design Change, only resolution upgrade and versioning required) Color variants: Original brand color : linear-gradient(122deg, #5014D2 0%, #DD3CA7 100%), Black, White, Transparent Layout versions: • Logo only • Company name only (wordmark) • Logo + company name combined File formats (high resolution): .ai, .eps, .gif, .jpg, .pdf, .png, .psd, .svg All files to be vector-based, print-ready, and web-optimized 2. Future-Ready Business Card Design Modern, clean, corporate, and technology-focused style Front and back desig...
How do I make a script compatible and transferable from Tradingview to Webull Script Editor. It's called a Linear Regression Channel indicator for the chart. Here is the code: //@version=5 indicator('Linear Regression ++ [Dev Lucem]', 'Lin Reg ++ [DL]', overlay=true) mtf_val = ('', 'Resolution', inline="config", group="Algorithm Config") source = (close, inline="config", group="Algorithm Config") length = (100, minval=1, inline="config1", group="Algorithm Config") dev = input(2.0, 'Deviation', inline="config1", group="Algorithm Config") offset = (0, minval=0, inline="config2", group="Algorithm Config") s...
...machine, including all motion components, guards, and service access points • Manufacturing-ready drawings (assemblies and individual parts) with tolerances and surface-finish notes suitable for CNC fabrication • A concise bill of materials that lists off-the-shelf parts alongside any custom components • Brief design rationale or calculation sheets for critical areas such as spindle mounting, linear rails, and load paths I use SolidWorks and Fusion 360 in-house, so delivering native files in either format will make revisions smooth, but STEP files are fine if that’s your preference. A quick check-in at the concept stage, another at the detailed layout, and a final sign-off once drawings are complete will keep us on schedule. If you have a portfolio ...
... The emphasis is on manufacturing: the goal is to create a robust, accurate machine that will sit on my shop floor and turn raw stock into finished parts day in, day out. I am not looking for maintenance advice or just a new post-processor—I need the machine itself engineered. Here is what I expect: • Complete mechanical design in 3D CAD (SolidWorks, Inventor, or Fusion 360) including frame, linear motion components, spindle selection, drive system, guards and enclosure. • Detailed 2D drawings and an itemised BOM with off-the-shelf part numbers and suggested suppliers. • Strength, vibration and thermal checks to be sure the design will hold tolerances under production loads. • Assembly instructions and exploded views so a fabricator can build it ...
...existing floor-plan image into a clean, to-scale DWG that I can drop straight into my CAD workflow. All fixed architectural elements—external and internal walls, columns, built-ins—must be traced accurately so the drawing measures up when printed or imported at 1:1. Please show every door and window opening exactly where they appear on the source, and label each room with its name plus the key linear dimensions I’ve marked. Moveable furniture such as chairs, sofas, and loose décor can be ignored entirely; I only need the architectural shell and critical openings. Deliverables • One DWG file, properly scaled and ready for AutoCAD use • Separate, clearly named layers for walls, doors, windows, room names, and dimensioning • Line weig...
...need is a clean, well-documented bug-fix patch that eliminates the issue without introducing regressions. Here is how I see the collaboration: • You clone the repo (Git) and replicate the bug on any mainstream Linux distro. • Diagnose the root cause, write the fix, and submit it as a unified diff/patch file plus the updated build. • Prove the fix with the supplied test case and a brief regression checklist so I can validate it quickly on my side. • Keep comments concise and follow the existing coding style; no sweeping refactors—just the focused bug fix. Once I verify that the patched binary runs error-free and all tests pass, the job is complete and I release payment immediately. If you have solid experience debugging Linux desktop apps, I&rsqu...
...that exposes a RESTful API. I now need a hand with two things: expanding the API with a few new endpoints and squashing some stubborn bugs that are affecting current routes. The codebase sits in a private Git repository and builds cleanly with the dotnet CLI. You’ll get a detailed list of the endpoints to add or refactor, the steps that reproduce each bug, and a Postman collection for quick regression checks. Once we agree on the work, simply branch, code, test, and open a pull request. Deliverables I expect: • Updated or brand-new C# controllers, services, and any supporting classes that compile against .NET Core. • Targeted bug fixes with unit tests that prove the issue is resolved. • A brief changelog so I can review and merge swiftly. All new or mo...
I run several production VMware Cloud Fo...operational support during agreed coverage hours • Prompt resolution of incidents within SLA, with root-cause notes in tickets • Weekly status report summarising completed work, open risks, and next steps • Concise runbooks or KB articles for any recurring issues • Proactive recommendations for optimisation or design improvements Acceptance criteria • All incidents closed inside SLA without regression • VCF lifecycle tasks executed cleanly and documented • Runbooks reviewed and signed off by our operations lead Strong VCF production experience and confident communication over Slack or Microsoft Teams are must-haves. If you can step straight into a TAM-level role and keep complex VCF stacks ...
...Length 2.5 to 3.5 hours total Short modules Simple, non-technical language Clear progression from start to finish Modules & Lessons The course must be divided into clear modules Each module must include: Short explanatory videos (5–10 minutes) Supporting written text Voice-over narration for accessibility Clear instructions and examples STUDENT INTERACTION FLOW Students must follow a linear progression After each module, the student must complete: A multiple-choice quiz Minimum 5 questions per quiz A passing score is required to unlock the next module Quizzes must be: Automatically graded Focused on comprehension Simple and user-friendly EVALUATION SYSTEM Module Quizzes Multiple-choice only Auto-graded Pass / fail logic required Students canno...
...External Design, Context & Information Provided I want to be clear that the external architectural appearance is already defined. I am attaching a reference image that shows exactly the form, proportions, arches, roof/parapet expression, and overall aesthetic I am seeking, and the pavilion should closely match this externally except that the red brick should be replaced by k11 petersen tegl white linear bricks I am also sharing: • A site plan showing where the padel court will be located within the garden, including the orientation, which is north-east (NE) facing • Images showing how the padel court is intended to look within the landscape and how the garden room should look (note there should be a side door which is also arched that you access from steps For...
...Automation Testing experience API Testing (Postman / Rest Assured) SQL for database validation Experience with Azure DevOps / Jira Knowledge of Agile/Scrum methodology Must be willing to coordinate and work closely with another team member for daily support and knowledge sharing Responsibilities Develop and maintain Hammer automation scripts Perform end-to-end IVR testing Execute manual and regression testing Validate call flows and backend data Report and analyze defects Support production testing and urgent issues Connect daily with team members and provide guidance Work independently as a QA lead Work Details Working Time: 5–6 hours per day (US timings) Job Type: Freelance / Contract / Remote Salary: ₹60,000 – ₹80,000 per month (Can be increased b...
I need assistance with moderated moderation mediation analysis using the PROCESS macro in SPSS. This analysis is critical for testing hypotheses in my research. Key Requirements: - Expertise in SPSS, particularly with the PROCESS macro - Experience in modera...assistance with moderated moderation mediation analysis using the PROCESS macro in SPSS. This analysis is critical for testing hypotheses in my research. Key Requirements: - Expertise in SPSS, particularly with the PROCESS macro - Experience in moderated moderation and mediation analysis - Ability to interpret and report results clearly Ideal Skills: - Advanced statistical knowledge - Proficiency in regression analysis (any type) - Strong analytical thinking and problem-solving skills Please provide relevant experience in ...
...verify model responses for accuracy, consistency, and appropriate handling of ambiguous inputs Performance & Reliability - Test response times, load handling, and model consistency across multiple runs Integration Testing - Validate API endpoints, data flows between components, and third-party integrations Usability Testing - Ensure smooth user experience and intuitive interaction with AI features Regression Testing - Maintain test suites to catch issues as the platform evolves Detail-Oriented: My attention to detail has consistently helped identify critical issues before production Clear Communication: I provide comprehensive bug reports and testing summaries that development teams can action immediately Flexible & Scalable: Comfortable with 10-30 hour/week commitment a...
I need a partner who can walk me through the full process of quantifying and explaining feature importance across several classic models—specifically Linear Regression, Decision Trees and Support Vector Machines—using Python. The goal is to compare and contrast interpretability techniques such as SHAP, LIME, PDP and ICE, then package the findings so that non-technical stakeholders can easily understand why each feature matters. What I expect from you • Well-structured, reproducible Python code (preferably in Jupyter notebooks) showing how each model is trained and how the above interpretability methods are applied. • Clear visualisations and narratives that highlight where and why the different methods agree or diverge. • At least one live se...
As a QA freelancer, you will be responsible for ensur...ensuring the platform works reliably across flows and edge cases. I’ve built a web application that records clicks and track certain data. Before I roll it out, I want a complete functional test run on browser, covering both desktop layouts and true mobile viewports. You’ll move through every journey a real user can take and verify that the right events fire, the UI responds correctly, and no regression or edge-case breaks the flow on either browser or device type. Deliverables • A concise test plan outlining key user stories you covered • A defect log with clear reproduction steps, screenshots or short clips, and severity tags • A final summary that groups issues by priority and suggests quic...
I need assistance with a Jamovi assignment that involves linear regression analysis on mixed data (numerical and categorical). The primary goal is to understand relationships between variables. Key Requirements: - Use of Jamovi for analysis - Linear regression on mixed data - Focus on understanding variable relationships Ideal Skills and Experience: - Proficiency in Jamovi - Strong background in statistics, particularly linear regression - Experience with data analysis and interpretation Please provide a detailed bid including your experience with similar projects.
...detailed change notes • A concise technical brief outlining recommended improvements, tooling, or structural changes that prepare the project for private hosting and later mobile builds • (Optional but welcome) a high-level roadmap estimating effort for the marketplace feature and native app conversion Acceptance will be based on: • All identified functional errors are reproducibly fixed • No regression in existing features across modern browsers • Clear, human-readable documentation of fixes and recommendations If you have strong debugging skills, a strategic mindset, and experience taking web code to native mobile, I’d love to hear how you’d tackle this. Ongoing I would like you to be my point of contact for any technical support ...
...long as the example files are runnable on my end. • A final mini-project template that I can adapt to my own feedstock data, with clear comments and guidance on where to swap in new TG/DTG curves, how to refine activation-energy distributions, and how to report confidence intervals. Acceptance criteria 1. At least three hours of focused instruction that covers model selection, parameter regression, and diagnostic plotting. 2. Delivery of executable example scripts or models plus concise written notes. 3. My ability to replicate the full workflow on a new experimental dataset without major troubleshooting. If this sounds like a good fit, let’s set up an initial call and map the session schedule....
I am rolling out an in-da...best matches our SoC, import or craft the correct device tree and board-config, and fine-tune the kernel where necessary. • Strip every Google Mobile Service while preserving base Android stability. • Apply low-level security tweaks (SELinux policy work, verified boot, hardening flags). • Set up seamless OTA delivery (delta or full images) so field upgrades stay painless. • Run stability and regression tests on real hardware until the system is production-ready. Success for me means a reproducible build environment (preferably repo-based), flashable images that boot cleanly, all sensors and the camera functioning, and OTA packages that install without issue. If you have shipped custom ROMs before and can show commits or images that pr...
I need an estimator to review the floor plans and pull the partition wall-length measurement in linear feet, translate those figures into drywall square-footage requirements, and prepare a material take-off for that scope. I’ll need the framing of the partitions and the drywall. Those are the two scopes, framing and hanging drywall only. This does not include any drywall finishing. That will be completed by others. I will send the PDF plans as soon as we agree to proceed. Please use any professional takeoff software you are comfortable with—Bluebeam Revu, PlanSwift, On-Screen Takeoff, or a comparable tool is fine—so long as the numbers reconcile against the architectural sheets. Deliverables: • total wall lengths (LF) referenced to sheet and detail. •...
...destabilisation together with the competing influence of substrate steepness. What I now require is independent validation and controlled extension of these results, rather than a re-derivation of the theory or preparation of a full LaTeX manuscript. Using the specific evolution equations, travelling-wave reductions, and weakly nonlinear formulations provided in the paper, you would: • reproduce the linear and weakly nonlinear stability results and verify the instability thresholds and growth rates; • implement a numerical solver (pseudospectral or high-order finite difference) solely to generate figures directly from the given equations and parameter values; • confirm the Marangoni-induced destabilisation and the dual stabilising/destabilising role of substrate...
...heated incline. Long-wave theory has already shown that Marangoni stresses, together with the local steepness of the substrate, can destabilise the flow and generate finite-amplitude waves. What I need now is a clean, step-by-step mathematical treatment of the problem that can stand on its own in a journal appendix. The scope includes the full hierarchy: leading-order long-wave formulation, linear stability analysis, and a weakly nonlinear expansion up to the first amplitude equation that captures secondary instabilities. Please derive every governing equation, nondimensionalise where appropriate, and state all assumptions explicitly so that another researcher can reproduce the work without referring back to me. Illustrative sketches or dispersion-relation plots are welcom...
...ready to be welded—but the drawings still lack the critical information the shop needs. Your task is to open my existing .sldprt/.sldasm/.slddrw files and clearly call out both the exact anchor positions and the precise weld angles of the sheet metal parts for the shock anchors and all wishbones anchors. As well as the engine mount anchor points.. What I expect from the updated drawings: • Linear dimensions that locate every flange along each tube, taken from clear, repeatable datums (tube ends or centerlines). • Angular dimensions that show the required rotation of each flange so the welding jig can be set without guesswork. • Clean, uncluttered annotation following standard ANSI Y14.5 or ISO practices, with no dangling or reference-only dimensions. ...
The current production build of my app is intermittently crashing, and I need a clea...crashes. 2. Refactor or patch the affected classes so the app runs reliably across Android 8-14. 3. Commit code in a separate branch with clear comments, then create a pull request for review. 4. Supply a signed APK and a succinct change-log so I can test and push to the store quickly. Acceptance criteria: – Zero crashes in at least 48 hours of automated Firebase test lab runs. – No regression in existing features; UI and data flow must remain unchanged. – All modified code passes the current unit tests (Gradle, JUnit 5) and new tests for the fixed paths. If you’re comfortable digging into Kotlin coroutines, LiveData, and the Android lifecycle, let’s...
Want to know the most commonly used algorithms which can be applied to any data issue? Here's the list.
Wanting to become a data scientist? Give it a shot by reading this article.