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.
I have a sizeable batch of raw photographs that must be turned into a clean, AI-ready image-classification dataset. Every file simply needs a single or multi-label tag that tells my model whether it contains Vehicles, People, or both. No bounding boxes or pixel-perfect masks are required—just accurate whole-image labels. You’ll work in the annotation tool of your choice (LabelImg, CVAT, VoTT, Roboflow, etc.) as long as the final export is compatible with standard machine-learning pipelines. A comma-separated CSV or JSON with filename-to-label mapping is perfect. Selected classes • Vehicles • People Deliverables • Completed project file or export (CSV/JSON) listing each image and its assigned class(es) • The original images left unaltered ...
...the dataset has a corresponding analysis entry • Emotions are assigned using measurable acoustic evidence, not guesswork • All scripts or notebooks used in the process are included and runnable on a standard workstation If you have prior experience with bioacoustics or animal-behaviour studies, please mention it; otherwise, a strong background in signal processing or machine-learning classification will work just as well. Looking forward to seeing how you can give scientific voice to these feline sounds....
Hello, I have reviewed your requirement and can help you prepare a complete, accurate and management-ready set of financial statements from your raw transactional data / General Ledger. With 18 years of finance and accounting experience, I can handle the process from transaction review and classification through Trial Balance, financial statements, reconciliation and management analysis. My approach will include: • Review and clean the source data / General Ledger • Map transactions to the Chart of Accounts • Prepare and validate the Trial Balance • Prepare Income Statement, Balance Sheet and Cash Flow Statement • Reconcile key balances and identify discrepancies • Compare current and prior-period results • Analyse major variances and financial red...
Hello, I have reviewed your requirement and can help you prepare a complete, accurate and management-ready set of financial statements from your raw transactional data / General Ledger. With 18 years of finance and accounting experience, I can handle the process from transaction review and classification through Trial Balance, financial statements, reconciliation and management analysis. My approach will include: • Review and clean the source data / General Ledger • Map transactions to the Chart of Accounts • Prepare and validate the Trial Balance • Prepare Income Statement, Balance Sheet and Cash Flow Statement • Reconcile key balances and identify discrepancies • Compare current and prior-period results • Analyse major variances and financial red...
...want to replace the current manual triage process with an AI-driven system that reads incoming messages and sends accurate, friendly replies without human intervention unless escalation is required. Here is what I need: • A workflow that pulls each new support email from our existing mailbox or help-desk (we currently use Outlook and Zendesk) and feeds it into an AI model. • Intelligent classification of the request so the system understands the intent, sentiment, and urgency. • Automatic drafting and sending of the full reply, matching our brand voice and support policies. • A confidence threshold/flag to route uncertain cases back to a human agent. • Logging of every interaction for audit and future training improvements, ideally inside our...
We need to implement ChronoScan software using a ScanSnap iX2500 Receipt Edition for processing a variety of insurance-related paper documents as we...implement ChronoScan software using a ScanSnap iX2500 Receipt Edition for processing a variety of insurance-related paper documents as well as standard business documents. This includes claim forms, policy documents, and client correspondence. ChronoScan experience preferred. Key Requirements: - Use separator pages for organization - AI-driven automation for: - Data extraction - Document classification - Automatic data entry into systems Ideal Skills & Experience: - Proficiency in ChronoScan - Experience with AI-driven document processing - Strong background in handling insurance documents - Attention to detail and organiz...
Contract Writer – Long-Term and Post-Acute Care American Association of Post-Acute Care Nursing (AAPACN) Title: Independent Contractor / Contract Writer Department: Education and Certification Strategy Reports to: Director of Education and Certification Strategy Classification: Contract Supervises: None About AAPACN The American Association of Post-Acute Care Nursing (AAPACN) represents more than 21,000 post-acute care nurses and professionals working in more than 6,000 facilities nationwide. Dedicated to supporting long term post-acute care (LTPAC) nurses and healthcare professionals in providing quality care, AAPACN offers members best-in-class education, certification, resources, and strong collaborative communities. Position Overview AAPACN is seeking a knowledgeable an...
I need ongoing help with bookkeeping, specifically data entry and record-keeping in Tally. All source documents—sales invoices, purchase bills, bank stat...ledgers, tag them to the right cost centres, and keep everything balanced. Because the focus is pure bookkeeping rather than tax preparation or financial analysis, accuracy and timeliness matter most. I reconcile the accounts myself each month, so your work must be fully updated before then. Deliverables • Daily or weekly entry of all transactions into Tally • Proper narration, voucher classification, and GST tagging where applicable • A month-end backup of the completed Tally data file Please mention any prior experience you have with Tally (version ERP 9 or Prime) and the average volume you can com...
...data-science walkthrough based on a public healthcare dataset. The work should start with careful data cleaning (handling missing values, outliers, type conversions) and move through exploratory analysis before arriving at polished visual insights created with pandas, NumPy and Matplotlib. After the EDA, I would like you to implement at least one simple machine-learning model that suits the data—classification, regression or clustering—so feel free to choose whichever fits best once you have explored the variables and target. Please keep the modelling lightweight and well-commented so another student can easily follow the logic. Deliverables • Jupyter notebook (.ipynb) containing all code, visualisations and narrative explanations • Cleaned CSV (or...
...workflow - Cleaner completes task → trigger inspection/validation - Maintenance issue → assign vendor and track status - New property → start onboarding workflow - New client/vendor → start onboarding workflow - New lead → create follow-up tasks We also want AI features such as: - Internal AI assistant - AI search across company data - Email/SMS drafting - Conversation summaries - Email and issue classification - Automated task creation - Maintenance issue analysis - Vendor recommendations - Lead qualification - Owner reporting - AI agents that can perform approved actions The platform should support role-based access for: - Management - Property managers - VAs/staff - Cleaners - Vendors - Owners/clients - Sales/realtor staff - Accounting - Admins We a...
I need a DistilBERT-based text-classification model that not only reaches strong accuracy but can also run smoothly on memory-limited edge hardware. You will help me build the entire pipeline: first by working with me to assemble and label a solid training corpus, then by fine-tuning DistilBERT on that data. After training, I want the network aggressively compressed—quantisation down to INT8, pruning where it makes sense, and any additional knowledge-distillation tricks you feel will preserve accuracy. The compact model must export cleanly to a deployment-friendly format (ONNX is my first choice, though TensorFlow Lite or TorchScript are fine if they give better performance). Before and after optimisation, benchmark accuracy, size on disk, inference latency and peak RAM ...
...Category/subcategory - Keywords - Location - Quantity - Date/duration - Urgency/specifications If information is missing, bot asks short follow-up questions. Then: “RFQ #1028 submitted. Suitable suppliers are being contacted.” No app/password/account required for normal WhatsApp use. --- 3. AI Use OpenAI/LLM API for English and Arabic. AI handles: - Requirement understanding - Category classification - Keywords - Location - Quantity/date - Urgency - Follow-up questions - Matching assistance Matching should combine structured database filtering + keywords + AI where useful, not rely entirely on AI. --- 4. BUSINESS DATABASE I provide ~20,000 company contacts in Excel. Import/migrate into scalable database such as PostgreSQL/Supabase. Fields may include: ...
...OpenDroneMap) to deliver an orthomosaic, DEM/DSM and feature-layer extractions for the three categories above. • Clean, GIS-ready files (GeoTIFF, shapefiles or GeoPackage) that I can drop straight into QGIS/ArcGIS for further analysis. Accuracy and visual clarity are critical; please outline your proposed flight altitude, overlap percentages, and the toolchain you intend to run for stitching and classification so I can confirm it meets our local regulations and project tolerances....
...next opportunity to request a review is 9 October 2026.** I need someone who can investigate the issue, make appropriate corrections and prepare a well-supported review submission. **Scope of work** - Review the exact restriction in Meta Events Manager and previous appeal outcomes. - Audit the website, product descriptions, Shopify–Meta integration, catalogue and event setup for potential classification triggers. - Explain the likely causes and provide a clear correction plan. - Implement agreed technical fixes and recommend any website content changes. - Prepare and assist with submitting the review on 9 October. - Handle follow-up requests from Meta until a decision is received. - Provide evidence of the outcome and a summary of all changes made. Website changes must b...
...**not** want a simple OCR tool that extracts text based only on fixed positions. For example, if one report contains: > Bulk Density – 1.97 g/cc and another report contains: > Natural Bulk Density: 2.01 g/cc the system should understand that both refer to **Bulk Density** and place the corresponding value in the correct Excel field. Similarly, the location/order of **SPT N-value, soil classification, density, fines percentage, depth, test results, etc.** may vary between documents. The system should be capable of handling these variations using **AI/NLP/LLM-based document understanding, OCR, table extraction, or a suitable combination of technologies**. ### Excel Requirements The tool should be able to: - Work with existing Excel templates. - Identify the co...
...io/Vercel/Render), and environment management. Deliverables will be: 1. Source code repository with clean commits and README. 2. Deployed staging site and production build. 3. API documentation (OpenAPI/Swagger) and brief user guide. 4. Test suite covering major user flows and AI endpoints. Acceptance criteria: the app must process text, images, and data to return relevant NLP summaries, classification results, and predictive metrics inside the React dashboard at <300 ms average latency on cached queries, pass all tests, and deploy without manual intervention....
...rows into an accurate classification model. Your job is to read the file(s), clean and prepare the data, pick a suitable algorithm, train, validate, and hand back code I can rerun on my own machine. Please work in a Jupyter Notebook or a well-commented .py script, using familiar libraries such as pandas, scikit-learn, NumPy and matplotlib/seaborn for any quick visual checks. At the end I want to see performance metrics (accuracy, precision-recall, confusion matrix or similar) so I understand how well the model is behaving. If feature engineering or hyper-parameter tuning will noticeably improve results, feel free to add it and note the changes. Deliverables: • Clean, runnable Python code or notebook that loads the Excel data and performs the full classification...
...can therefore become surprisingly complicated: “I worked these hours this week. How much should I have been paid?” That’s the question I want HospoHelper to make much easier to answer. How it would work The initial version of HospoHelper would centre around a simple, user-friendly wage calculator. A worker could enter information such as: * their age and employment type; * their role/classification; * the days and hours they worked; * breaks; * weekend/evening work; * whether a shift fell on a public holiday; and * what they were actually paid. HospoHelper would then provide an estimated amount they should have received, explain how that estimate was calculated, and allow them to compare it against their actual pay. For example: Estimated pay: $842.60 A...
...Deliverables: • User registration/login. • Organization creation. • User management. • Admin/User/Reviewer roles. • RBAC. • Organization-level data separation. • Basic authentication/security. Cost: ₹500 MILESTONE 3 — RFP/RFI/TENDER INTELLIGENCE Deliverables: • PDF/DOCX/XLSX upload. • Document processing. • Text extraction. • Document metadata. • Requirement/question extraction. • Requirement classification. • RFP summary. • Deadline and key-information extraction. Cost: ₹1,000 MILESTONE 4 — BID/NO-BID & OPPORTUNITY INTELLIGENCE Deliverables: • Capability matching. • Requirement gap identification. • Mandatory requirement identification. • Risk identification. • Eli...
I have a complete set of commercial office drawings that must go through a final sweep by a Florida-licensed architect or PE before I can submit them for permitting. The primary task is a detailed compliance review against the current Florida Building Code, with special attention to all fire-safety provisions—occupancy classification, egress paths, fire-rated assemblies, door hardware, alarms, sprinklers, and related notes. Compliance must specifically meet requirements for the city of Longwood. Once any tweaks are identified, we can collaborate on them; after that, I need the full set signed and sealed (digital seal is fine under Florida statutes) so they are ready for the building department. Deliverables: • Written markup or redlined PDF highlighting every required c...
...sheet: Confirming bank balances Testing cash Testing receivables Examining liabilities Testing fixed assets Testing equity Searching for unrecorded liabilities Income statement: Testing revenue Testing expenses Testing payroll Testing significant transactions Examining unusual transactions Testing cutoff Cash-flow statement: Reconciling cash flows to the underlying financial statements Testing classification of operating/investing/financing transactions Stockholders' equity: Testing shares issued Testing capital contributions Testing distributions Testing retained earnings Reconciling beginning and ending balances Notes: Testing whether required disclosures are supported Reviewing accounting policies Related-party disclosures Debt/contractual obligations Subsequ...
...existing protections. The CMS should allow configurable limits for: - IP - Email - Time period - Temporary block duration - Automatic blocking Keep/improve the existing honeypot protection. Different public forms may have different protection settings. --- ## 6. FREE LOCAL ANTI-SPAM LEARNING I also want a **FREE, SELF-HOSTED LOCAL LEARNING SYSTEM**. **NO paid AI API for normal spam classification.** Do not require OpenAI, Claude, Gemini or another paid AI API. The learning system must run locally on my new server using an appropriate lightweight open-source/local solution. The system should learn from administrator decisions: **SPAM + LEARN** and: **NOT SPAM + LEARN** It must learn from both spam and legitimate messages. Existing confirmed spam can be used as init...
I’m building a production-grade computer-vision pipeline that can seamlessly switch between object detection, facial recognition, and general image classification. The model must accurately identify people, vehicles, and animals in real time, whether the camera is mounted indoors or facing unpredictable outdoor lighting and weather. I am lookng for AI specialist partners who can assist me with european based projects who are maybe in asia or americas. Here’s what I’m after: a fully trained, well-documented solution that I can deploy at scale—think edge devices for low-latency alerts as well as a cloud endpoint for heavier batch analysis. I’m comfortable with mainstream frameworks such as PyTorch or TensorFlow, but I’m open to whatever stack you...
...who are maybe in asia or americas. For text I will supply customer reviews, social-media posts, and scientific articles. I want sentiment and topic extraction from the reviews and posts, and key-concept summarisation for the articles. On the numerical side I have time-series and tabular metrics that need feature engineering followed by forecasting. Finally, the image component involves basic classification and the option to link visual patterns back to the textual or numeric findings. I expect clean, well-commented Python code—ideally using Pandas for preprocessing, scikit-learn or PyTorch/TensorFlow for modelling, and a Jupyter notebook that shows the full workflow from raw input to final visualised output. Package versions should be pinned in a requirements file, and ev...
...our preliminary floor plan, exterior concepts, and conceptual site layout as a starting point. For purposes of helping with your initial review, we have also reviewed the Town of Gurley Zoning Ordinance No. 2025-001, adopted January 7, 2025. The property is being treated as R-2 Low Density Residential zoning, with the proposed church use falling under an Institutional Use / Place of Assembly classification. The ordinance defines a place of assembly with up to 199 seats in the main assembly space as a Low-Intensity Institutional Use, and low-intensity institutional uses are permitted by right in R-2. For R-2, the basic dimensional standards include approximately: * 30-foot front setback * 30-foot rear setback * 8-foot minimum side setback * 12,000 SF minimum lot area * 75-foot...
Looking for an Excel Expert/Tutor – PivotTables & Case Analysis Hi everyone, I’m looking for an experienced Excel expert/tutor who can teach me how to build management reports using an existing case-level Excel report. I have a Q3 OM case dataset containing fields such as Case Number, Territory, Case Opened Date/Time, Case Closed Date/Time, Case Age No Weekend, and Domestic/International classification. I need help learning how to create the following reports: 1. Q3 Case Count Report Total Q3 case count Domestic vs. International case count Case count by Territory Group/merge territory divisions such as ALLA 2026-M and ALLA 2026-S where required Correct Grand Totals 2. Average TAT Report Identify closed cases Calculate the number of closed cases Calculate average TAT...
...The system should provide visibility of future opportunity windows wherever possible. Core Requirement 2: Predictive Maintenance Forecasting Where direct scheduling information is unavailable, the platform should estimate future maintenance events using available vessel data. Potential inputs may include: Vessel build date Vessel age Historical docking records Historical survey records Classification information Previous maintenance intervals Vessel type Example output: Predicted Opportunity Vessel: Example Explorer Built: 2018 Current Age: 8 years Predicted Major Maintenance Window: Q2 2028 Confidence Score: 84% Core Requirement 3: Fleet Planning Intelligence The platform should identify companies with multiple vessels approaching significant maintenance events. Exampl...
...lighting compliance Kitchen equipment plan & equipment schedule (list, cut sheets, utility/rough-in coordination) Health Department plans — full Riverside County Environmental Health (DEH) submittal set: finish schedules, equipment plan, plumbing/handwash/warewash/prep sinks, food-facility compliance (California Retail Food Code) Restroom fixture-count analysis (CPC — restaurant vs. nightclub classification) Deferred submittals coordination: fire sprinklers, kitchen hood suppression (C-16), fire alarm Respond to all plan-check corrections (Building, Fire, and Health) through multiple iterations until fully approved Deliverables Complete, permit-ready plan set (PDF + editable AutoCAD/CAD source files) Point-by-point response letters for each round of City/county ...
...approximately $100–$400, based on workload and requirements I manage a programmatic advertising program that adds and removes hundreds of retail locations across our media platforms each month. I’m looking for a detail-oriented contractor to keep location data accurate and aligned across our media platform and location classification tool. Responsibilities - Enter new retail location lists and flag locations for removal. - Tag each location correctly using our classification tool. - Audit uploaded data to confirm IDs and tags match the supplied lists. - Share updated lists with our internal planning team and external media partners. - Review campaign creative against a checklist and complete approvals. - Set campaigns live once they’re ready and approved....
...after reviewing the existing VICIdial/Asterisk environment. B2B AI Outbound Calling Platform — Freelancer.com Project Brief Page 2 1. Scope of Work A. AI Voice Agent • Natural, professional English-speaking AI voice for outbound business calls. • Configurable sales scripts, qualification questions, and conversation flows. • Meeting booking when a prospect expresses interest. • Call outcome classification, summaries, and transcripts. • Recording support only where legally permitted and properly configured. • Handling of interruptions, silence, voicemail, poor audio, and call failures. • Immediate opt-out handling and suppression of future promotional calls. B. VICIdial Integration • Assess the installed VICIdial and Asterisk versions b...
...following columns: 1. Sr. No. 2. Year 3. Release Date 4. Song Name 5. Album / EP / Project 6. Artist / Singer 7. Featured Artist 8. Lyricist 9. Composer 10. Music Producer 11. Music Director 12. Deep Jandu – Role 13. Label 14. Language 15. Content Type 16. YouTube Link 17. Spotify Link 18. Apple Music Link 19. Source / Credit Reference 20. Source Link 21. Verification Status 22. Remarks ### Role Classification Please make the **Deep Jandu – Role** field very clear. Examples: * Singer * Music Producer * Music Director * Composer * Singer + Music Producer * Singer + Music Director * Music Producer + Music Director * Singer + Composer + Music Producer * Singer + Music Producer + Music Director * Featured Artist * Other ### Most Important — Final Counts The E...
...educational platforms, documentation sites, marketplaces where automated access is permitted, and other legally accessible public sources. The freelancer should continuously identify additional high-value sources during the project. TECHNICAL OBJECTIVE We want to build a scalable pipeline similar to: DISCOVERY → APIs / CRAWLERS / DATASETS → RAW DATABASE → NORMALIZATION → DEDUPLICATION → CLASSIFICATION → LICENCE DETECTION → RIGHTS ANALYSIS → METADATA ENRICHMENT → QUALITY / RELEVANCE SCORING → PRODUCT LIBRARY Technologies may include Python, APIs, GitHub API, Hugging Face, web crawling/scraping, PostgreSQL, n8n and other appropriate open-source technologies. The freelancer may propose a better architecture. DATA TO COLLECT W...
Development and completion of the existing WordPress/Listeo/WooCommerce workshop marketplace based on the agreed requirements. Scope includes: → Business/Private host classification with CVR field for business hosts → Single guest-facing price field with VAT guidance and price preview → VAT calculation/presentation based on host type → Updated WooCommerce receipt with workshop, host, VAT, cancellation, withdrawal and company information → Automatic 12% platform commission with applicable VAT → Monthly host commission statements → Delayed host payouts after the workshop date using an automated scheduled process → Admin view for pending/released payouts and manual release → Stripe webhook duplicate-processing protection → Cancellatio...
...from images or camera input. The model supports 100+ currencies from countries across Asia, Europe, Africa, North America, South America, the Middle East, and Oceania. Key Features: • Instant currency recognition • Supports 100+ currencies • Can recognize notes in different conditions, including old, folded, worn, and damaged notes, when sufficient details are visible • Fast AI-based banknote classification • Suitable for camera-based applications • TensorFlow Lite (.tflite) model available • Can be integrated into Python, mobile, desktop, and other AI applications • Suitable for accessibility and assistive-technology projects • Demo/testing video available Supported Currencies: Afghan Afghani, Bangladeshi Taka, Bhutanese Ngultrum, Cam...
...Knowledge Management & Metadata A major part of the project is moving towards a controlled approach to **new documents entering SharePoint**. We want to establish a practical framework where new documents are appropriately classified using metadata such as: * Business area / department * Document type * Category / subject * Document owner * Status * Effective date * Review date * Other relevant classification fields The goal is to make information **structured, searchable and manageable**, rather than relying on users simply creating folders and storing documents wherever they choose. ### 4. Establish Document Governance Help us implement the SharePoint configuration required so that **new documents follow a controlled process**. This may include: * Content types * Si...
...JPA/Hibernate), PHP, MySQL, and RESTful APIs. Experience with HTML5, CSS3, and Flutter for mobile state management. Systems & Low-Level Programming: Practical knowledge of operating systems concepts, memory addressing, assembly language (x86, SIC), process scheduling, and virtualized Linux environments (Ubuntu/VirtualBox). Data Science & Machine Learning: Exploratory data analysis, visualization, and classification algorithms (Naïve Bayes, Decision Trees, Neural Networks) using Python, pandas, scikit-learn, and matplotlib. Software Engineering Design: Proficient in designing system architecture and modeling artifacts (UML sequence diagrams, Use Case diagrams, dialog maps, feature trees) using tools like draw.io. Mathematics & Analytical Skills Linear Algebra: Mat...
...with unusual heart rate or SpOâ‚‚, the system should increase the priority. Every AI alert should explain why it was generated, e.g.: "Activity is 65% below the individual's 30-day baseline and no significant movement has been detected for 3 hours." The AI should identify potential risks/anomalies and assist human monitoring staff; it should not claim to diagnose medical conditions. 3. Alert Classification Implement four operational levels: Green – Normal No significant anomaly. Yellow – Watch Minor deviation requiring observation. Orange – Attention Significant anomaly requiring monitoring-centre review. Red – Critical Immediate action required. Critical events may include: SOS pressed Serious/suspected fall No response after suspect...
... Vulnerability Assessment and Penetration Testing Web Application Security Testing API Security Testing, if applicable Network/Infrastructure Security Testing, if applicable Identification of vulnerabilities and security misconfigurations Manual and automated security testing Risk and severity classification of vulnerabilities Security recommendations and remediation guidance DELIVERABLES Detailed VAPT Report Executive Summary Complete list of identified vulnerabilities Severity/risk classification for each finding Evidence and screenshots for vulnerabilities Remediation recommendations Retesting after remediation, if required VAPT Certificate/Attestation, if applicable COMPANY REQUIREMENTS ONLY REGISTERED COMPANIES SHOULD APPLY Applicant must be a legally registered c...
...engineer — scale a Laravel + ClickHouse email-sending platform to 1M+/day Description: We run a Laravel/PHP email-sending platform (MySQL, ClickHouse) that delivers through ESP/SMTP relays (Amazon SES, SendGrid, Mailgun, SparkPost). It already has a full sending control plane — per-server warmup quotas, a 3-layer volume throttle, reservation accounting, provider cooldowns, SMTP classification, MX classification. It works today at low volume. We need a senior engineer to re-architect the hot paths so it reliably scales from current volume to 100k → 250k → 500k → ~1,000,000+ messages/day without violating per-domain / per-provider / warmup limits. Concrete work areas: Rate-accounting & distributed concurrency — we have both a file-bas...
... Vulnerability Assessment and Penetration Testing Web Application Security Testing API Security Testing, if applicable Network/Infrastructure Security Testing, if applicable Identification of vulnerabilities and security misconfigurations Manual and automated security testing Risk and severity classification of vulnerabilities Security recommendations and remediation guidance DELIVERABLES Detailed VAPT Report Executive Summary Complete list of identified vulnerabilities Severity/risk classification for each finding Evidence and screenshots for vulnerabilities Remediation recommendations Retesting after remediation, if required VAPT Certificate/Attestation, if applicable COMPANY REQUIREMENTS ONLY REGISTERED COMPANIES SHOULD APPLY Applicant must be a legally registered c...
My state-filed LLC, ZenosStrategyLLC, currently shows the wrong classification codes and I need them fixed with Experian business report only. The business is properly described as Management-Consulting Services, so the records must read NAICS 541611 and SIC 8742. Here’s what I expect from you: correction on Experian business credit report and to replace the existing codes with NAICS 541611 and SIC 8742.
...meaningful insights, predictive models, and practical AI solutions. ### Responsibilities * Perform **Data Cleaning and Data Preprocessing** * Conduct **Exploratory Data Analysis (EDA)** * Analyze datasets and identify important patterns, trends, and relationships * Create clear **Data Visualizations** and analytical reports * Develop and evaluate **Machine Learning models** * Work with **Classification, Regression and Clustering** * Implement **Deep Learning** models when required * Perform model evaluation, optimization, and error analysis * Prepare clean and reproducible **Python** code * Explain methodology, results, and key findings clearly * Help convert analytical results into practical business or project insights ### Required Skills * Python * Data Analysis * Data Sci...
...(PJK). To protect our business from the tax burdens of an Electronic Commerce Operator (ECO), this platform must be engineered strictly as a curated consignment gallery, not an open marketplace. Single Merchant of Record: The checkout, payment gateways, and invoicing must legally route all transactions exclusively through PAT & J.K. Co.. No Multi-Vendor Dashboards: To prevent ECO classification and mandatory GST registration for our artists, independent creators will not have seller logins or backend access. All catalog data, pricing, and dedicated artist profiles remain 100% under our administrative control. 2. Front-End Discovery, SEO, & Gallery Aesthetics The storefront must reflect a serene, premium gallery wash that balances vibrant artwork with a calm, de...
...access. I want a reusable CV platform with game-specific profiles, real-time detection/tracking, visual overlays, radar-style visualization, FOV filtering, timing analysis, prediction, smoothing, and detailed performance telemetry. CORE PIPELINE Game / PS5 / PC ↓ Remote Play / Capture Card ↓ Helios / Video Capture ↓ Live Frame ↓ CVPython / GCVWorker ↓ YOLO / Roboflow / Custom CV ↓ Detection + Classification ↓ Tracking / Filtering / FOV / Prediction ↓ Game-Specific Analysis ↓ ESP-Style Overlay / Radar / Meter Analysis ↓ GUI + Telemetry The critical requirement is that the software processes the **actual live video stream**. I do not want simulated detections, placeholder numbers, or a GUI that only reports that the system is run...
...such as: * Email * Telephone * Website/domain * Company name + address * Company name + city * Other reliable identifiers I want both: Clean dataset and Duplicate/removed records dataset so that no data is permanently lost. 5. Data quality classification Create clear classifications such as: * Complete records * Records with email * Records without email * Records with website * Records missing website * Invalid emails * Invalid/duplicate phone numbers * Missing company information * Potential duplicates * Unusable records The exact classification can be finalised after the initial audit. 6. Final structured output The final dataset should be delivered in a format that can easily be: * Imported into a database * Processed using Python * Filtered by different cri...
...requirements. The update includes correcting the existing biography by removing the words **“on a smallholding”** where specified, updating the introductory author description to reflect that de Nikolits has published **thirteen novels**, and adding her latest 2026 novel, ***That Time I Killed You***, published by **Level Best Books on June 16, 2026**. The proposed book information includes its classification as psychological thriller/domestic suspense/crime fiction, ISBN information, 274-page length, adult readership, and its fictionalized Toronto Beaches setting. The freelancer will need to determine which of these details are supported by appropriate independent sources and incorporate only information that meets Wikipedia’s sourcing and neutrality standards...
...spending hours fixing import errors or tracing missing vouchers. Here is what I expect: every transaction from our retail-banking operations posted in the correct ledgers, all supporting details attached, and the database kept tidy enough that I can generate reliable balance sheets, profit summaries, and other analytics with one click. If you already have proven workflows for bulk upload, voucher classification and day-end reconciliation in Tally ERP, that’s exactly what I want brought into my process. Deliverables • Complete, error-free data entry for the current backlog (around two months of daily transactions) • Ongoing maintenance file or script so the same quality is sustained each week • A short hand-over note summarising any customised Tally se...
...that I can push back to my reporting layer. Here is what success looks like for me: • A repeatable pipeline that lands data from AX/Power BI exports into S3 (or another AWS store you recommend), applies basic cleansing, and registers the results for downstream use. • One end-to-end example in SageMaker (or a comparable AWS ML service) that trains, evaluates, and surfaces a prediction or classification relevant to my business. • A brief, plain-English run-book so I can maintain and extend the solution after hand-over. You’re welcome to choose the specific AWS services—Glue, Redshift, Athena, SageMaker Studio, Lambda, etc.—as long as they stay within the AWS ecosystem and keep future costs reasonable. I’m comfortable reading technical do...
...model can be backtested and improved, rather than functioning as a black-box picks generator. Betting/Results Database Every evaluated market should be capable of storing information such as: Date/time Sport/league/event Team/player Market Exact threshold Sportsbook Odds when evaluated Closing odds where available Implied probability No-vig probability Model probability Expected value Model classification Whether the bet was actually placed Stake Final result Exact final player/team statistic Win/loss/void Margin relative to the betting threshold This historical database is a major part of the project. Dashboard I want a clean dashboard showing things such as: Qualified Plays | Watch/Research | Placed Bets | Passed/Tracked Plays | Future Events It should support filtering by: Spo...
...Confirming bank balances Testing cash Testing receivables Examining liabilities Testing fixed assets Testing equity Searching for unrecorded liabilities Income statement: Testing revenue Testing expenses Testing payroll Testing significant transactions Examining unusual transactions Testing cutoff Cash-flow statement: Reconciling cash flows to the underlying financial statements Testing classification of operating/investing/financing transactions Stockholders' equity: Testing shares issued Testing capital contributions Testing distributions Testing retained earnings Reconciling beginning and ending balances Notes: Testing whether required disclosures are supported Reviewing accounting policies Related-party disclosures Debt/contractual obligations Subsequent events G...
Want to know the most commonly used algorithms which can be applied to any data issue? Here's the list.
A couple hired an Italian freelance designer to tailor a gorgeous retro Chanel-inspired suit
Open Source tools are an excellent choice for getting started with Machine learning. This article covers some of the top ML frameworks and tools.