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.
...– Reproducible results verified using at least three test data sets that I will provide. Deliverables: • Well-commented source code. • Extension on the company’s website featuring the tool, creating a front-end interface for data entry and result retrieval. • Step-by-step user instructions. • Brief document explaining the optimisation logic I will value previous experience with linear optimisation, nesting or ‘cutting stock’ problems, and the ability to provide examples of similar projects - Spanish Version - Necesito desarrollar un optimizador que genere planes de corte para bobinas de papel, priorizando la reducción del desperdicio de material y repetir misma receta lo máximo posible. Contexto &ndas...
Objective: This project aims to identify variables related to low Apgar scores and NICU admissions, and compare ne...neonatal risk index through detailed data analysis. Requirements: - Detailed exploration of variables linked to low Apgar scores (<7 at 5 minutes) and NICU admission. - Logistic regression models developed in STATA and Python. - Comparison of neonatal weight against percentiles for further insights. Deliverables: 1. A detailed report summarizing the findings, including recommendations based on the analysis. 2. Comprehensive graphs and visuals to support findings. 3. Reproducible codes in STATA and Python. Ideal Freelancer: - Experienced in clinical or epidemiological data analysis. - Proficient with logistic regression methods. - Familiarity with tools li...
...mayor precisión. Nos inspiramos en marcas como Linear, Superhuman, Figma y Notion, con una estética limpia, elegante, tech-forward y minimalista. Qué necesitamos: • Logotipo principal (vectorizado) • Variaciones del logo (horizontal, vertical, favicon, blanco y negro) • Guía visual breve con tipografías y paleta de colores • Exploración de una marca visual que represente: transformación, precisión, velocidad y claridad Estética deseada: • Estilo moderno/boutique, elegante y minimalista • Tipografías sans serif limpias • Elementos gráficos sutiles (como líneas que atraviesan o dividen para simbolizar transformación) • Compatible con uso en di...
...assistant, or project management role—preferably in a fast-paced startup or small business. - Strong written and spoken English. - Excellent attention to detail and organizational skills. - Project management experience—either formally or informally. - Self-motivated, proactive, and good at managing up. - Comfort with tech tools: Google Workspace, Notion, and task managers (e.g. Asana, Trello, or Linear). **Nice to Have** - Familiarity and interest in AI tools (e.g. ChatGPT, other LLMs). - Light coding or scripting experience (e.g. Python, Zapier, etc). - Experience hiring or managing contractors or vendors. - Experience professionally writing in English. - Exposure to startup environments, especially early-stage or bootstrapped companies. - Interest in manufacturin...
Hola, tengo un emprendimiento () y estoy buscando alguien que pueda mejorar el editor que tengo actualmente. Uso TipTap La idea es que armen un editor estilo linear/notion. Que funcione rapido, tenga buena performance y ux. El usuario tiene que no solo poder escribir y agregar titulos, negritas, subrayados, etc. Sino tambien fotos (seleccionar y drag and drop), un custom block para videos de youtube (links), custom block para tweets, code block con selector de lenguaje y highlight syntax, inline code, listas, blockquote. El editor debe devolver markdown.
I would like to develop a small autocad LISP application that does the following - At the beginning I will have selected a part of the elements of the drawing. - I want the program to detect which are linear text objects and join in a multiline text object those texts that are at a smaller distance requested by console. - Remove the old texts and leave only the multiline texts.
Necesito un logo, minimalista, mono lineal pero llamativo que haga referencia a Alejandro Magno. El nombre de la empresa Alejandro & Co. Les adjunto uno que había hecho yo, pero espero que ustedes puedan hacer un mejor trabajo. I need a logo, minimalist, mono linear but striking that refers to Alexander the Great. The company name Alejandro & Co. I enclose one that I had made, but I hope you can do a better job.
Alguien que conozca MANAGERIAL ECONOMICS y pueda ayudarme con un trabajo de esa índole. Debe conocer a cabalidad regresión linear, matemáticas, y específicamente mercado de regulaciones en el gobierno.
Deben tener vasto conocimiento en el tema de Regresión linear Simple. Deben estar dispuestos a hablar por teléfono y/o video-llamada. Son dos preguntas que tengo que contestar, pero no entiendo bien los conceptos y quisiera pasar la clase conociendo y sabiendo hacer dichas preguntas sin ayuda, una próxima vez.
Formular matemáticamente los siguientes problemas y resolverlos. Se debe entregar físicamente el modelo matemático, así como su solución en EXCEL.
Por favor, regístrate o inicia sesión para ver los detalles.
* Es muy fcil y sencillo acceder a pelculas * Puede hacer clic linear unit el distort DE arriba para ver la pelcula completa DE Star Wars: The Last Jedi linear unit lnea * Esta pelcula Es DE muy alta calidad y con licencia ORIGinaL puede descargar o mirar * Muchsimas gracias por su visita * y no te olvides DE marcar y visitar DE nuevo el sitio internet DE mi casa para ver la nueva pelcula DE lanzamiento -> VER COMPLETA : -> VER COMPLETA : SINOPSIS : Una nueva aventura EST a punto DE comenzar, antiguos y nuevos personajes adems DE viejas caras conocidas, se preparan para lo que EST por llegar, pues arcaicos secretos DE la Fuerza e impactantes revelaciones del pasado sern revelados. Esta octava entrega DE la adventure story espacial comienza
...obstrucción; que eleve). Y que tenga un pulsador adicional que automáticamente suba y luego baje hasta encontrar la altura correcta. La señal del motor debe ser PWM, ya que usa un Ciclo de trabajo del 25% (dutycycle 25%) Componentes: - Arduino minipro v3. - Actuador lineal 12v 900N Ciclo de trabajo 25%. - Puente H L298 para Arduino o similar (que puedan manejar de acuerdo amperaje un peso total de 20kg a 30kg) - 3 Pulsadores. - 1 barrera fotosensibe OMRON E3JK 5L / 5DM1 (transmisor y receptor). IMPORTANTE: QUE NO GENERE CORRIENTE PARASITA QUE PUEDA AFECTAR EL FUNCIONAMIENTO DE OTRA
...programas de entrenamiento ofrecidos. Soporte a clientes tanto en Producción como en entornos no productivos. Elaboración de Documentación de Despliegue de Aplicaciones y coordinación de despliegues con los equipos de Administración de Sistemas en entornos no productivos y en producción. Control de Calidad del Código, Aplicaciones y Sistemas (Unit Testing, Integration Testing, Functional Testing, Regression Testing, Accelerated Testing, Load Testing, Performance Testing). Gestión de Versiones de Código. Planificación, ejecución de tareas e identificación de riesgos en colaboración con el Jefe de Proyecto. Elaboración de Propuestas Técnicas y estimació...
Hola, Necesito resolver mañana 03 de dic en una hora determinada (data por interno), unos ejercicios de Programacion Linea, con PERT y CPM. Son al rededor de 7 puntos y deben ser enviados 1:15h despues de ser enviados por correo. El presupuesto es de 25 usd. Solo ofertar aquellas personas que conozcan programacion linear y sepan desarrollar proyectos de PERM y CPM de manera facil y rapida.
...precios de: a. Combustibles b. Energía Eléctrica Pantalla 3: (si Eligió combustibles) El usuario podrá seleccionar 3 tipos de gráfica: a. X Mes de todos los años (Todos los Noviembres desde 2003) b. 1 año (Todos los meses de X año desde 2003, Ene-Dic) c. Años (Seleccionar un rango de años para mostrar los promedios anuales de X año a Y año) Una vez hecho ésto se mostrará una gráfica linear donde se muestren los precios de los siguientes combustibles: Gas Natural, Combustoleo, Diesel y Gas LP Sobre la misma gráfica el usuario podrá mostrar o esconder los combustibles haciendo click sobre el nombre del mismo, con la finalidad de que pueda ver la gr&...
I need a freelancer to perform statically analysis. For my DNP project outcomes, comparing pre and post implementation surveys. Requirements: - Expertise in predictive statistics - Proficiency with numerical data - Experience with regression analysis, time series analysis, or machine learning algorithms Ideal Skills and experience Working with DNP students Please provide examples of previous work and relevant qualifications.
...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—whichever fits once you see the target variable. • The final, best-performing model saved in a reusable format (pickle/joblib or SavedModel). • A short read-me that explains: setup steps, how to retrain with fresh data, and how to call the model for predictions. I’ll provide the dataset and any domain notes as...
...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—whichever fits once you see the target variable. • The final, best-performing model saved in a reusable format (pickle/joblib or SavedModel). • A short read-me that explains: setup steps, how to retrain with fresh data, and how to call the model for predictions. I’ll provide the dataset and any domain notes as...
...values - Typography guide - Spacing/clear space rules for the logo - Example applications (mock up the logo on a dark website header, a light document header, and a mobile app icon) This is for handing to a marketing person so it needs to be self-explanatory and complete. ━━━━━━━━━━━━━━━━━━━━━━━━━━ STYLE DIRECTION ━━━━━━━━━━━━━━━━━━━━━━━━━━ - Dark, premium, tech SaaS feel - Similar vibe to: Linear, Vercel, Loom — clean and modern - NOT: colourful, playful, cartoon-style - The robot/VR goggles concept should feel refined and minimal, not illustrative or childish - British English throughout (colour, not color etc.) ━━━━━━━━━━━━━━━━━━━━━━━━━━ WHAT I'M PROVIDING ━━━━━━━━━━━━━━━━━━━━━━━━━━ - Existing logo concept (ChatGPT mockup for inspiration only — ...
I need a fresh, distinctive logo that feels classic and timeless while still hinting at the modern mix of services our local antenna association offers— internet, streaming, linear TV, and mobile. I am picturing refined lines and balanced typography that will age well across print, web, and on-air idents. Core elements I definitely want to see explored are subtle antenna or signal motifs and tasteful technology cues (for example, a smart-device outline worked into the mark). Beyond that, I am happy for you to steer the creative direction—particularly with colour. Please choose a palette you believe best reinforces a trustworthy yet contemporary spirit; I’m open to anything from muted neutrals to a restrained splash of colour if it strengthens the concept. Link to ...
...role-specific edge cases matter just as much as the happy paths. Security is non-negotiable. I need OWASP Top 10 coverage, session management checks, permission escalation attempts, and a light penetration sweep to confirm that data isolation and encryption are sound. Deliverables I expect: • A concise test plan outlining coverage by module, user role, and browser • Executed test cases and regression scripts with clear pass / fail logs • A prioritized defect list (severity, steps to reproduce, environment, screenshots or screen-recordings) entered in my existing tracker or yours, then exported to PDF • A security report detailing vulnerabilities, evidence, and remediation advice • A final summary that highlights UX friction points and usability ...
...sales data, handle any missing values or outliers, and engineer features that capture seasonality, campaigns, and other business drivers. My primary goal is an accurate sales forecast and projection roadmap. I am particularly interested in machine-learning approaches—think gradient-boosted trees, LSTM, Prophet, or any other model you feel best suits the data’s structure. Classical time-series or regression techniques are fine as benchmarks, but the core deliverable must rely on an ML model that can be retrained as fresh data arrives. Once the model is tuned, I want the forecast visualised in an easy-to-read dashboard (Power BI or Tableau is ideal, though a clean Jupyter notebook is acceptable if the visuals are embedded). Please include error metrics such as MAE and...
...release. Here’s how I see the collaboration working: • You begin with a quick diagnostic session to audit the current codebase, libraries, and deployment environment. • Based on that review, you’ll outline a concise upgrade plan, flagging any breaking changes or deprecations I should know about. • Once we agree on the roadmap, you carry out the update, refactor where needed, and run regression tests to confirm nothing breaks. Final deliverables: 1. Updated, fully functioning build checked into my repo. 2. A short changelog summarising every modification. 3. A brief “next steps” note so I know what future upkeep to schedule. I’m flexible on tools and workflow—as long as the result is a clean, documented upgrad...
...adjust the design, I’ll supply any graphics or copy you require. Next, content: a handful of sections are blank and several images still carry placeholders. I’ll share the final text and media; you simply have to place them and ensure everything renders cleanly. Bug fixes: a few interactive elements throw console errors and certain forms occasionally fail to submit. I’d like those patched and regression-tested. New functionality: • Secure user registration and login (email verification, password reset, profile page). • Full e-commerce layer: shopping cart, payment gateway integration (Stripe is preferred, though advise if another gateway suits better) and a lightweight POS interface so in-store orders feed the same inventory. If time allows, we...
...launch audience — the mark should feel native to DBS players without being so specific that it can't grow with us. THE CREATIVE IDEA A card binder opening at a 45° angle toward the viewer, with ki energy — a Super Saiyan Blue glow — spilling out from between the cards inside. The collection is powered up. That's the concept. STYLE Flat with dimension. Modern app-icon style — think Figma, Arc, Linear. Clean geometry, perspective and subtle shading to sell the 45° angle. Not illustrated or painted. TYPOGRAPHY Wordmark set in Chakra Petch (free from Google Fonts) — this is our app's display font, so the logo stays consistent with the UI. PALETTE (pulled from our app theme) - Super Saiyan Blue #1E6FE8 — hero color, th...
I need a statistician to assist with inferential statistics for my dissertation. Key Tasks: - Help with regression analysis, specifically mixed model logistic regression. Ideal Skills and Experience: - Expertise in inferential statistics and regression analysis. - Experience with mixed model logistic regression. - Background in academic research and dissertations. Looking for someone who can deliver accurate, reliable results to support my dissertation work.
I need a skilled statistician to perform Bayesian analysis with meta-regressions on clinical trials data for a meta-analysis in the healthcare domain. The primary outcome of interest is side effects. Key requirements: - Expertise in Bayesian statistics - Experience with meta-analysis and meta-regression - Strong background in healthcare data, specifically clinical trials - Proficiency in statistical software (e.g., R, Python, STATA) Ideal candidates should provide: - Previous relevant work samples - Detailed methodology outline - Estimated timeline for completion
...filters by location, vehicle type, and accident cause. • Applied DAX-based time intelligence to compare YoY fatality trends, revealing a 15% increase in night-time accidents that guided policy recommendations. AI-Enabled Multi-Disease Detection System | Machine Learning | Python • Built a multi-label ML classifier detecting Diabetes and Heart Disease with 87%+ accuracy using Logistic Regression and Random Forest on a 1,000+ patient dataset. • Reduced false negatives by 18% through feature engineering and threshold tuning — critical for early medical diagnosis applications. • Automated the full pipeline: data preprocessing, EDA, model training, and evaluation (Precision, Recall, ROC-AUC), cutting manual analysis time by 60%. Swiggy Food Del...
I’m building Hayes Global Flow, a modern SaaS platform, and I need a cohesive set of LinkedIn graphics that match the clean, dark-UI aesthetic you see from Stripe, Notion, or Linear. The goal is to walk readers through our product features first, then expand into AI-in-logistics insights and behind-the-scenes stories of the build. Here’s what I need from you: • Two reusable template families 1. Single-image posts 2. Carousel posts (5–7 slides each) • Visual approach – Icons and illustrations are a must; no stock photography. – Minimal, spacious layouts, crisp typography, and subtle motion cues (if you use Figma components, even better). – Dark theme by default with an easy path to light-theme ...
My in-house ERP, built with PHP 8, Alpine JS, and htmx, has a data-processing fault: new ...sample transactions per module and supply a short test report • Commit clean, commented code and push via pull request Acceptance criteria 1. After the fix, every create/update in Inventory Management and Financial Transactions writes to the correct tables with full rollback safety. 2. Page confirms “Saved” only when the commit is actually persisted (verified by a live DB query). 3. No regression introduced elsewhere; automated tests still pass. 4. All changes conform to PSR-12 style. If you’re comfortable tracing htmx requests through Alpine bindings into PHP controllers and MySQL transactions, you’ll find everything you need in the repo. Let’...
...emission wavelength, and stokes shift. The dataset comprises experimental data on 80 synthesis conditions, with key parameters such as precursor types, solvent types, and reaction time. The successful candidate will need to: Preprocess and clean data. Apply dimensionality reduction techniques like PCA for feature engineering. Compare different machine learning models (XGBoost, Random Forest, Ridge Regression, etc.) to identify the most effective model. Evaluate and optimize the selected model for accurate predictions. Visualize model performance using metrics like Mean Absolute Error (MAE) and R². Verify the model's generalization ability with new experimental data. Key Responsibilities: Dataset Construction: Collect and structure experimental data, including reactio...
...“score” or “index” value if needed Take a screenshot of your Excel or SPSS after you clean it up and paste it here. 4) Run descriptive analyses on all relevant variables. 5) Run inferential analyses (One must be ANOVA or Regression) 6) Create appropriate graphs (e.g., bar graph, line graph, scatterplot) 7) Draft an APA-style results statement for the analysis, including all necessary values (degrees of freedom, p-value, etc.) 8) Start writing a draft of the Results section. It should be in APA format. It needs to have the results of your analysis (ANOVA/Regression required) written up in APA format with graphs for each analysis done. The Results section should be 1-2 pages. Graphs should be referenced in the results section but will go at th...
I have a complete dataset and now need a statistician or data-savvy analyst to run a multiple linear regression that clearly shows how my independent variables relate to the dependant variable. The focus is on uncovering and explaining those relationships. Once the analysis is done, I’d like help to fold the results into a draft report—tighten the narrative, verify that all assumptions (normality, multicollinearity, homoscedasticity) are addressed, and present the findings in clean tables and concise commentary. Deliverables • Code in Jamovi with comments/tables so I can reproduce the work • Diagnostics output and interpretation of assumptions • Allow me to draft, then you review finalised report section (Word or Google Doc) t...
I want to turn my two vertical and horiz...file in .mp4 or .mov with alpha channel • The original, fully editable project file with all textures, plugins, and assets neatly organized • A short loopable version (2–3 seconds) for social media stingers Acceptance criteria: • Animation style matches the futuristic direction—sleek materials, clean lighting, no cartoon look • Motion is fluid and finished with high-quality easing, not linear or abrupt • Lighting, reflections, and any glow effects complement the logo’s color palette without overpowering it • No visible noise, artifacts, or flicker in the final render I’ll supply the logo in vector and high-resolution PNG formats as soon as we start. Looking forward to seein...
I will provide DXF drawings for several serpentine interconnect geometries and need a full non-linear finite element study that zeroes in on their load-bearing capacity. The work starts with layered-shell models to screen all designs, then moves to local 3-D refinement wherever strain or stress peaks appear. Scope of the simulations • Uniaxial tensile loading to global engineering strains of 10 %, 20 % and 30 % relative to the initial end-to-end length. • Additional runs that rotate the load direction so any anisotropy in response is captured. • Large-deformation material and geometrical non-linearities must be included. Key outputs for every geometry • Force-displacement curves and the effective axial stiffness. • Maximum principal strain in materials &bu...
...solution maintainable by our in-house developers after hand-over. Deliverables 1. End-to-end functional scripts that launch on Web, iOS and Android from a single command or CI trigger. 2. Visual regression setup (baseline screenshots and diff reporting). 3. Load-test scenario hitting key APIs with clear pass/fail thresholds and an HTML or Grafana report. 4. README plus short hand-off session so my developers can extend the suite. Acceptance criteria • A sample pull request triggers all tests automatically and the reports appear in CI. • A minor UI tweak is detected by the visual regression step. • Load test demonstrates concurrent users without error up to an agreed threshold; failures are highlighted with actionable metrics. If this sounds ...
...DevOps repository, create pull requests with meaningful commit messages, and discuss design choices with me in both Arabic and English as needed. Deliverables (per sprint) • Reviewed and tested pull requests merged to main • Short release notes summarising fixes/enhancements in English and Arabic • Updated integration documentation when interface changes occur Acceptance criteria • No regression errors in automated CI pipeline • New or modified endpoints pass Postman test collection provided • Performance baselines (CPU, memory) remain equal to or better than current metrics The sooner we stabilise the backlog, the faster we can widen the roadmap, so availability to start ASAP is essential. Please confirm your weekly hours and any rece...
I am looking for an editor with **strong artistic sensitivity and deep literary training** to refine my memoirs, a hybrid work that intertwines **psychology, existential philosophy, and contemporary poetry**. This is **not a linear memoir**, but rather an exploration of **shadow, grief, and the reconstruction of the self**, written through an avant-garde literary aesthetic. I need someone who can go beyond grammar correction and become an **architect of the narrative**, helping shape rhythm, structure, and philosophical coherence so the reader remains in a constant state of introspection. ### Key Responsibilities * **Narrative Structure:** Improve the flow between narrative prose, psychological analysis, and poetic fragments. * **Voice Refinement (Style Editing):** Polish the wri...
SAP HCM Integration Lead Functional Consultant Location: Remote Experience: 10Years of Employment Job Summary We are seeking an experie...gather requirements and translate them into functional and technical specifications Drive HR data replication and synchronization across systems (EC SAP HCM) Work closely with technical teams to develop and deploy integration flows (i Flows), mappings, and enhancements Ensure compliance with data privacy, security, and audit requirements Lead integration testing phases including SIT, UAT, and regression testing Monitor and troubleshoot integration issues using tools like WE02, WE05, SLG1, CPI monitoring Provide production support and resolve payroll-related integration issues Mentor junior consultants and enforce best practices in integration...
I will provide DXF drawings for several serpentine interconnect geometries and need a full non-linear finite element study that zeroes in on their load-bearing capacity. The work starts with layered-shell models to screen all designs, then moves to local 3-D refinement wherever strain or stress peaks appear. Scope of the simulations • Uniaxial tensile loading to global engineering strains of 10 %, 20 % and 30 % relative to the initial end-to-end length. • Additional runs that rotate the load direction so any anisotropy in response is captured. • Large-deformation material and geometrical non-linearities must be included. Key outputs for every geometry • Force-displacement curves and the effective axial stiffness. • Maximum principal strain i...
I’m sitting on a backlog of forty separate bugs that all fall under the same umbrella: existing features aren’t behaving the way they’re supposed to. The core of the task is straightforward—identify what makes each feature fail, patch it, ...regressions. You will get full access to the repository and a brief description of each mis-behaving feature. I expect clean, well-documented commits for every fix so I can trace what changed and why. Once all forty are addressed, ship a single pull request and a short changelog. Acceptance criteria: • All forty issues closed in the tracker • No new warnings or errors in the console or logs • Regression test suite passes completely If you have a knack for hunting down logic errors and validatin...
I’m building Hayes Global Flow, a modern SaaS platform, and I need a cohesive set of LinkedIn graphics that match the clean, dark-UI aesthetic you see from Stripe, Notion, or Linear. The goal is to walk readers through our product features first, then expand into AI-in-logistics insights and behind-the-scenes stories of the build. Here’s what I need from you: • Two reusable template families 1. Single-image posts 2. Carousel posts (5–7 slides each) • Visual approach – Icons and illustrations are a must; no stock photography. – Minimal, spacious layouts, crisp typography, and subtle motion cues (if you use Figma components, even better). – Dark theme by default with an easy path to light-theme ...
...and unstructured elements such as text or images, so your solution must gracefully handle both and tie everything together in Python. Core activities include data ingestion, cleaning, feature engineering, model selection and tuning. Evaluation must be demonstrated through both a train/test split and k-fold cross-validation, with clear error metrics that suit the problem type (classification or regression). I will rely on your plots—ROC curves, learning curves, residuals, and any other insightful graphs—as well as correlation heatmaps to explain feature relationships. An interactive dashboard (Plotly Dash, Streamlit, or a comparable Python framework) is expected so stakeholders can explore results themselves. Deliverables • Fully commented Python code or noteboo...
...research techniques where applicable. Assortment Planning & Optimization: Develop AI/ML-driven assortment selection algorithms that learn from user behavior and preferences, delivering tailored assortment choices optimized for capacity, variety, sales targets, and other business constraints. Machine Learning & Deep Learning: Build, scale, and deploy ML models leveraging classification, regression, clustering, and context understanding. Leverage deep learning techniques, including LSTM and Transformer-based models, for complex forecasting and predictive use cases. Causal Inference & Price Elasticity: Develop models to process historical and large datasets to understand price-sensitive demand for products, categories, channels, and customer segments. Deli...
...preferred) that takes raw user transaction data, cleans it, applies regression techniques, and then produces a short-term forecast I can cite in investor conversations. Because time is critical, I’m aiming to move quickly—ASAP means I will review work as soon as it comes in and provide immediate feedback. Here is what success looks like for me: • A well-commented Colab notebook using pandas, NumPy, scikit-learn or statsmodels for the regression and forecasting sections. Every major step—from missing-value handling to model evaluation—needs a clear markdown explanation that a non-technical stakeholder could follow. • Actionable insights tied directly to the product idea: for example, what spending behaviours you uncovered, how regress...
... 2. Grey Porcelain Tile: 3. Drain: 4. Shower set: 5. Finish Materials for Bench: 6. Matte White w/Grey veins Porcelain:
Please complete the following problems from Chapter 8 as listed below: Chapter 8 (Use Excel, ignore other software POM): Problem 3 (just run a regression analysis using the data analysis tool, then you can answer) Problem 5 (age is the independent variable, maintenance is the dependent variable). Please ignore least squares; just run a regression analysis using the data analysis tool. Problem 7 Problem 9 Please show all your calculations (not only answers). More help file in Excel Please show all your calculations (not only answers). Highlight answer please The Excel file below has data for your problems (go to the question chapter tab, copy and paste to your own Excel sheet or Word document). Do not solve in the given Excel sheet. Data from Excel for homework, ...
I need an experienced structural engineer to review, stamp, and prepare my steel building design for mass production and resale as a Pre-Engineered Metal Building (PEMB). The design includes structural plans and components. Requirements: - Ensure compliance with International Building Code (IBC) - Prepare en...compliance with International Building Code (IBC) - Prepare engineered plans for mass production - Stamping for structural integrity and code compliance - Experience with residential steel building design Ideal Skills and Experience: - Licensed professional engineer (PE) - Expertise in residential steel structures - Familiarity with IBC and PEMB standards - Strong background in structural analysis (linear static preferred) Please provide examples of similar work and your cr...
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.