I will share a purely categorical dataset and need it turned into a clear, well-documented end-to-end classification workflow that I can study for academic purposes. Using Python with Pandas, NumPy, scikit-learn, and visualisations in Matplotlib or Seaborn, start with an exploratory review, handle all cleaning and preprocessing (encoding, missing values, feature selection), then build and compare suitable classification models. Sound evaluation—accuracy, precision, recall, F1 or any metric you judge relevant—must accompany the models, followed by a concise discussion of the results and why a particular approach performs best.
Please highlight your experience with similar projects when you respond; I value demonstrated know-how over long proposals.
Deliverables I expect: • A well-commented Jupyter notebook covering EDA, preprocessing, model training, and evaluation • The cleaned dataset (or the code that generates it) • A brief markdown or slide deck that walks through the methodology, findings, and recommended next steps
Clarity of explanation is just as important as model accuracy, as the primary goal is learning from your workflow.
Media Buyer Meta ROAS -- 2 Category: A / B Testing, Facebook Ads, Google Ads, Google Adwords, Instagram Ads, Internet Marketing, Marketing, SEO Budget: $15 - $25 USD
Tree Service Grant Writer Category: Business Development, Ghostwriting, Grant Writing, Management, Project Management, Proposal Writing, Research, Research Writing Budget: $250 - $750 USD
25 Mar 2026 22:56 GMT
Google Ads Lead Generation Expert Category: A / B Testing, Google Ads, Google Adwords, Internet Marketing, Keyword Research, Lead Generation, Search Engine Marketing (SEM), SEO Budget: ₹12500 - ₹37500 INR
Document Formatting Expert Needed Category: Document Checking, Editing, English Spelling, Google Docs, Microsoft Word, Proofreading, Typography, Word Budget: €750 - €1500 EUR
25 Mar 2026 22:45 GMT
Custom RGB LED Laser Tag Gun -- 2 Category: 3D CAD, 3D Design, 3D Modelling, 3D Printing, 3D Rendering, Fusion 360, Product Design, Solidworks Budget: $10 - $30 USD
