Machine learning tutorial point jobs
I'm seeking a seasoned machine learning engineer with a strong focus on natural language processing (NLP) for the purpose of text classification. The primary task will involve working with social media posts. Ideal Skills and Experience: - Proficient in machine learning and NLP - Extensive experience in text classification - Familiarity with processing and analyzing social media data - Strong programming skills in Python and libraries such as TensorFlow, scikit-learn, or similar - Excellent communication skills for clear reporting and collaboration
...looking for a seasoned game developer to help me turn a unique card game into a multiplayer mobile game for iOS and Android. This project entails: - Creating a visually appealing game with a moderately detailed design level. - Implementing social features like friend lists, in-game chat and leaderboards. - Incorporating banner ads with an option for users to go ad-free. - Create a comprehensive tutorial and onboarding process to help new players get started. Ideal candidates should have extensive experience in mobile game development, particularly with card games, and a strong understanding of social features in gaming. A portfolio showcasing visually appealing games will be highly advantageous. Experience with ad integration is a must. The game should feature turn-based multi...
I'm in need of a skilled CAD designer proficient in both 2D and 3D design. The project revolves around creating detailed designs for a child exercise machine primarily targeted for physical therapy purposes. Key aspects of the machine include: - Target Audience: It should be designed for school-age children, specifically between 7 to 12 years old. - Purpose: The machine's primary use will be for physical therapy, so it needs to be safe, durable, and effective for rehabilitative exercises. - Material Selection: Use non-toxic, hypoallergenic, and durable materials suitable for children. - Ease of Use: The machine should be easy for children to use with minimal assistance from adults. Ideal candidates should have: - Extensive experience in both 2D and 3D CAD ...
I'm seeking a seasoned Flutter Developer to create a cross-platform mobile app for TechGenius Workshops. This educational platform provides interactive tech workshops for students from Class 5 to 12. The app's primary function is to link students with workshops, facilitate registrations, and ensure a smooth learning journey. Key Features: - Categorized workshop listings (AI, Robotics, Drones, etc.) - Student-focused user registration/login - Workshop enrollment with integrated payment gateway - Notifications system for upcoming workshops - Comprehensive admin panel for managing workshops, users, and payments - Modern and sleek responsive UI/UX for both Android and iOS The ideal candidate should have: - Extensive experience in Flutter development - Strong understanding of...
I'm seeking a skilled professional to train a Convolutional Neural Network (CNN) on a preprocessed, labeled mammography dataset for breast cancer detection. The goal is to achieve an accuracy of over 95%. Key requirements: - Proficiency in Python and deep learning frameworks (preferably TensorFlow or PyTorch). - Experience in medical imaging data analysis, specifically with mammograms. - Ability to optimize models for high precision and reduce overfitting. - Strong understanding of CNN architecture and techniques. - Prior work with datasets for breast cancer detection is a plus.
Need a logo, some specific graphics, a skeleton of a design manual and a power point tenplate
...creating an interactive educational platform with the following key features: Required Features: Interactive Exams & Quizzes: Ability to create, edit, and manage multiple-choice, short-answer, and true/false questions. Auto-grading for quizzes. Detailed reports and progress tracking for students. Interactive Exercises & Assignments: Customizable exercises that allow students to engage with learning materials. Options for teachers to provide feedback and grading. Booking System for Sessions: Calendar-based appointment scheduling for students to book sessions. Automated notifications and reminders. Student Communication System: Integrated chat or messaging feature for students and teachers. Email notifications and announcements. User Roles & Authentication: Differ...
I need an AI Math Trainer designed specifically for adults, focusing on advanced calculus and statistics. The learning format should be text-based tutorials. Ideal Skills: - AI Development - Mathematics Expertise - Text Content Creation - Adult Education Experience
...automatic syncing of form data with Google Sheets. - Thorough testing of the created Google Form or Web form for functionality and errors. - Setup of custom notifications or alerts based on specific form submissions. - Incorporation of user authentication to ensure data security. - Ensuring the form is responsive and works well on different devices. - Providing user training materials or a brief tutorial on how to use the form. - Ensuring the form is accessible to people with disabilities in compliance with relevant standards. - Establishing a system for regular backups of the data collected. The data collected will be used for: - Reporting and visualization - Data validation and cleaning - Statistical analysis Ideal candidates should have extensive experience with Google Fo...
I need a machine learning/computer vision program that can detect corrosion on a ship hull or any image. The program should use YOLO or few shot methods and be able to analyze standard-resolution images, with a minimum accuracy of 70%. The images will be primarily taken while the ships are docked at port, and they will be in varied lighting conditions. Ideal Skills and Experience: - Proficiency in ML and CV - Experience with YOLO and few shot methods - Background in image analysis - Ability to work with varied lighting conditions Please make sure you can deliver a program that meets these specifications before bidding. Thank you.
I need a machine learning/computer vision program that can detect corrosion on a ship hull or any image. The program should use YOLO or few shot methods and be able to analyze standard-resolution images, with a minimum accuracy of 70%. The images will be primarily taken while the ships are docked at port, and they will be in varied lighting conditions. Ideal Skills and Experience: - Proficiency in ML and CV - Experience with YOLO and few shot methods - Background in image analysis - Ability to work with varied lighting conditions Please make sure you can deliver a program that meets these specifications before bidding. Thank you.
...2 in blue, now read JOINED PERSPECTIVES in purple. The video then displays the animiation of the Mobious strip being turned to reveal all of the sides of the strip to clearly show that the original 2 sided strip of paper has transformed into a one-sided strip. As the Mobious strip is turning, a dot or a small ball is to circumnavigate the entire surface of Mobious strip being displayed.. At no point is the dot or ball not seen by an observer of the video for any reason. As the dot or ball is traversing the surface of the strip, the entire strip is turning to display where the dot is as it traverses the surface of the entire strip. The Mobious strip is to turn completely twice to display the Mobious strip and the ball traversing its entire surface and then the video animation en...
I need a Convolutional Neural Network (CNN) model developed for classifying breast cancer types, specifically distinguishing between invasive and non-invasive tumors. The model will be trained and tested on a custom dataset containing patient data. Key Requirements: - Expertise in machine learning and deep learning, particularly with CNN models. - Experience with medical data and understanding of breast cancer classifications. - Ability to work with custom datasets and ensure data privacy and compliance with health data regulations. - Proficiency in Python and libraries such as TensorFlow or PyTorch. Please include examples of similar projects you've completed in your proposal.
...between clips and sections to maintain the flow and visual coherence of the lecture videos. - Quizzes: Integrate short quiz segments to engage viewers and reinforce learning at key points throughout the videos. Ideal candidates for this project would have: - A strong background in video editing, particularly with educational content. - Experience with integrating text overlays, graphics, and music into videos. - A keen eye for detail and the ability to produce high-quality, professional-looking videos. Each lecture video will be approximately 20-40 minutes long. The background music should be calm and soothing to create a relaxing learning environment. The final video should be between 10 to 30 minutes long. video for reference - https://youtu
I need an AI Math Trainer designed specifically for adults, focusing on advanced calculus and statistics. The learning format should be text-based tutorials. Ideal Skills: - AI Development - Mathematics Expertise - Text Content Creation - Adult Education Experience
I'm seeking a professional with expertise in cryptocurrency markets to develop an automation system for trading based on technical analysis. Key Requirements: - Create an automated trading system for the crypto market. - Utilize technical analysis for trade decisions. - Optimize for efficiency and profitability. - Include backtesting capabilities to validate trading strategies. - Use machine learning algorithms for more accurate predictions. - Ensure the system can trade on multiple cryptocurrency exchanges. - Incorporate risk management tools to minimize losses. - Enable real-time monitoring of trades and market conditions. - Create an alert system to notify users of significant market movements. - Allow customization of trading strategies and parameters. - Provide det...
I'm looking for an experienced data scientist with a strong background in deep learning and medical imaging to develop a Convolutional Neural Network (CNN) for classifying mammography images. Key Tasks: - Use the CBIS-DDSM, MIAS, and INbreast datasets to train the model. - Implement comprehensive data preprocessing including normalization, data augmentation, and noise reduction. - Explore various CNN architectures, specifically ResNet and DensNet, alongside standard CNN. - Split the dataset into Train, Validation, and Test sets to evaluate the model's performance. - Achieve high performance metrics: accuracy, recall/sensitivity, specificity, precision, and F1 score, all up to 95%. Technical Requirements: - Implement the project using Python with Tensorflow on a native Wi...
I'm looking for a skilled video editor to help me edit a series of lecture videos for my YouTube channel. The purpose of these videos is e...between clips and sections to maintain the flow and visual coherence of the lecture videos. - Quizzes: Integrate short quiz segments to engage viewers and reinforce learning at key points throughout the videos. Ideal candidates for this project would have: - A strong background in video editing, particularly with educational content. - Experience with integrating text overlays, graphics, and music into videos. - A keen eye for detail and the ability to produce high-quality, professional-looking videos. Each lecture video will be approximately 20-40 minutes long. The background music should be calm and soothing to create a relaxing lea...
inspired by this video: a tutorial on how to create and use LUTs (Lookup filter) for color grading and color correction in OBS (Open Broadcaster Software), The creator, Synchro, walks viewers through the process of enhancing their camera's visual quality by creating custom LUTs, which can be applied to their webcam footage in OBS. I'm seeking help creating a custom LUT (colour grading and colour correction) for my webcam footage in OBS. *******Please try to avoid the darkness************* I have three lamps, each with slightly different lighting, which shouldn't be a problem for the overall if you want the light to change I need a LUT tailored to my lighting conditions and specific needs—something that provides a natural, professional, and high-quality look...
...communication and collaboration. -Provide clear direction, set priorities, and ensure efCicient task assignment and completion. -Oversee design, development, and content creation processes to align with project objectives. -Monitor project progress, track key milestones, and address potential delays or roadblocks. -Conduct regular team meetings and update stakeholders on project status. -Act as the main point of contact for clients, providing regular updates and addressing concerns.- Manage client expectations by ensuring a clear understanding of project scope and timelines. -Conduct thorough quality checks to ensure websites meet design, functionality, and performance standards. -Coordinate user testing and gather feedback for necessary improvements before launch. -Identify pote...
...communication and collaboration. -Provide clear direction, set priorities, and ensure efCicient task assignment and completion. Oversee design, development, and content creation processes to align with project objectives. -Monitor project progress, track key milestones, and address potential delays or roadblocks. -Conduct regular team meetings and update stakeholders on project status. Act as the main point of contact for clients, providing regular updates and addressing concerns.- Manage client expectations by ensuring a clear understanding of project scope and timelines. Conduct thorough quality checks to ensure websites meet design, functionality, and performance standards. -Coordinate user testing and gather feedback for necessary improvements before launch. -Identify potenti...
...CY_BLE_CSCS_CSC_MEASUREMENT of each other for any changes. Both chips are reading the other's service, while also updating their local values. In "Files" tab you have my current ble_app.c file which connects to mobile phone, but then drops connection soon afterwards. You can use it as starting point, or you create a separate source file for me that does all. The source file API should provide maximum 2 functions in main loop: ble_Init and ble_Tick to initialize and then update the ble state machine. Then I will need a function to write data to BLE service, which at the moment I think is `Cy_BLE_CSCSS_SetCharacteristicValue` (based on Infineon API) and it is potentially not needed to be part of the provided source file. The project can be done using two Inf...
I need a skilled machine learning expert to train, validate and test a sentiment analysis classification model using BERT, RoBERTa and ModernBERT on Google Cloud Platform (GCP). Key Requirements: - The model will be trained on a sample dataset containing approximately 300k records. - Input data will be provided in a CSV file format. - I have partially labeled data for training and validation, but assistance with labeling may be needed. - The outputs of the model should be shared in an Excel file. - Include detailed data preprocessing steps and techniques. - Define clear performance metrics for evaluating the model, such as accuracy, F1 score, precision, and recall. - Outline the approach for hyperparameter tuning to optimize model performance. - Describe techniques for hand...
I'm seeking assistance with a project centered on cr...assistance with a project centered on creating a Credit Card Fraud Detection System using Python for my semester exams. Key Requirements: - Help sourcing a suitable real-world dataset for the fraud detection system. - Implementation of analysis on transaction amount and frequency, geolocation of transactions, and time of transactions. Ideal Skills and Experience: - Proficiency in Python and machine learning. - Experience with fraud detection systems. - Capability to source and handle large datasets. - Knowledge of data analysis and interpretation. Your guidance and expertise will be invaluable in successfully completing this project. Thank you! Please provide a detailed report outlining the steps and logic behi...
I'm seeking a seasoned business coach specializing in sales with a focus on building a field sales team. The primary goal is to increase sales. The sales team operates in the Gifts sector. The coaching sessions should be conducted virtually. The coaching should primarily focus on...specializing in sales with a focus on building a field sales team. The primary goal is to increase sales. The sales team operates in the Gifts sector. The coaching sessions should be conducted virtually. The coaching should primarily focus on closing sales techniques. The coaching sessions will be held on a weekly basis. Each coaching session should last for 1 hour. The coaching should follow an Action Learning framework. The coaching will focus on the local market. The sales team is composed of ...
I'm looking for a professional to create a 2D animated tutorial/explainer video for me. The project will involve: - Creating engaging, easy-to-follow animations that clearly illustrate the tutorial content. - Incorporating a voice-over that explains the content in a clear, engaging manner. - Delivering a polished final product that is ready for distribution. Ideal candidates will have a strong portfolio of similar work, excellent animation skills, and experience with voice-over integration. Please apply with examples of your previous animated tutorial videos.
Dear Freelancers, We are looking for **Native Norwegian speakers (from Norway only)** to participate in a voice recording project. Please note that **AI-generated or machine voices will not be accepted**. **Project Details:** - **Task**: Record 1,000 sentences (short and long phrases). - **Compensation**: $ 50 for recording 1,000 sentences. If the quality of your work is good, you may be invited to record a second time. - **Deadline**: Complete the recordings within 1 week. **Requirements:** 1. **Recording Application**: All recordings must be done using our designated application. 2. **Environment**: Recordings must be made in a noise-free environment. 3. **Expression**: Each sentence will be must read with emotion, as like you are having a conversation with another person. Reco...
Dear Freelancers, We are looking for **Native Danish speakers (from Denmark only)** to participate in a voice recording project. Please note that **AI-generated or machine voices will not be accepted**. **Project Details:** - **Task**: Record 1,000 sentences (short and long phrases). - **Compensation**: $50 for recording 1,000 sentences. If the quality of your work is good, you may be invited to record a second time. - **Deadline**: Complete the recordings within 1 week. **Requirements:** 1. **Recording Application**: All recordings must be done using our designated application. 2. **Environment**: Recordings must be made in a noise-free environment. 3. **Expression**: Each sentence will be must read with emotion, as like you are having a conversation with another person. Recordi...
Dear Freelancers, We are looking for **Native Swedish speakers (from Sweden only)** to participate in a voice recording project. Please note that **AI-generated or machine voices will not be accepted**. **Project Details:** - **Task**: Record 1,000 sentences (short and long phrases). - **Compensation**: $35 for recording 1,000 sentences. If the quality of your work is good, you may be invited to record a second time. - **Deadline**: Complete the recordings within 1 week. **Requirements:** 1. **Recording Application**: All recordings must be done using our designated application. 2. **Environment**: Recordings must be made in a noise-free environment. 3. **Expression**: Each sentence will be must read with emotion, as like you are having a conversation with another person. Recordi...
I'm seeking a skilled professional to develop a machine learning-based recommendation system. The purpose of this system is to assist entrepreneurs in Riyadh by guiding them towards optimal locations for new businesses or branches to prevent business closures. Key features of the system include: 1. AI-driven recommendations for identifying ideal locations. 2. A comparison feature allowing users to evaluate two areas side-by-side based on critical metrics. 3. A user-friendly interface for managing business profiles, branches, and preferences. 4. Tracking and comparing business performance against competitors. The ideal candidate for this project should have: - Proficient knowledge in machine learning and geospatial analysis. - Experience in developing int...
I'm seeking a versatile YouTube content creator who can produce a broad range of content including tutorial and how-to videos, entertainment and vlogs, along with product reviews and unboxings. Key Responsibilities: - Create engaging and diverse YouTube content - Develop tutorial and how-to videos on various subjects - Produce entertaining vlogs - Conduct product reviews and unboxings Ideal candidates should have: - A knack for creating engaging content - Prior experience with YouTube content creation - A good understanding of technology and gadgets - Strong skills in filming and editing Your ability to handle a wide array of content and your familiarity with technology will be key to our success. Let's make some great videos together!
Hi, It seems there was an error before. I would kindly like to request your expertise to do a recheck of some tutorial work. I would like one hour of your time and i will add 10 dollars. Thanks
Looking to build brand identity element for a marketing agency that is futuristic and empowering. The Name and logos are finalised. Deliverables required 1-Brand Style Guide (Including colours, personality, etc) 2-Brand Fonts 3-Branded Power Point presentation 4-Branded letter Head 5-Email Signature 6-Branded teams wallpaper/background
I'm seeking a highly skilled programmer with expertise in machine learning and AI for an exciting project that intersects computer vision and natural language processing (NLP). Key Requirements: - Proficiency in Computer Vision techniques - Advanced skills in Sentiment Analysis - Experience analyzing survey responses Ideal candidates will have a strong programming background, with a focus on machine learning and AI, alongside a proven track record working with computer vision and sentiment analysis. You will be tasked with interpreting survey responses using sentiment analysis, and leveraging computer vision techniques to enhance the project outcomes. Your ability to deliver high-quality analysis will be crucial to the success of this project.
...non-native speakers, and I am looking for an AI developer to create innovative applications and technologies for teaching Chinese. The goal is to integrate AI into my courses to make them more interactive and effective. I have several ideas that I want to implement, and I need someone with expertise in AI, app development, and augmented/mixed reality. --- ### *Tasks Required*: 1. *Camera-Based Learning App*: - Develop a smartphone app that uses the camera to recognize objects and display their names and pronunciation in Chinese. - The app should support features such as: - Image recognition using AI. - Displaying correct pronunciation of words. - Adding example sentences containing the word. - Suggested technologies: TensorFlow, OpenCV, or ...
I'm seeking an engineer to design a cartoning machine and feeding system specifically for handling food products. Key features: - The machine should have an automatic feeding system Ideal candidates should have: - Experience in designing packaging machinery, particularly cartoning machines - Understanding of food safety standards in machinery design - Ability to incorporate an automatic feeding system into the design - Skills in creating high-speed, multi-size compatible machines The machine should operate at a low-speed capacity. The machine will specifically handle dry goods. The machine should be constructed from stainless steel. The design must comply with CE marking standards. A PLC-based control system should be integrated into the design....
...channel growth. Key Responsibilities: - Edit raw footage into high-quality tutorial videos - Optimize video for YouTube in terms of length, style, and content - Incorporate engaging graphics, music, and effects where necessary - Ensure the final product is polished and professional - Design eye-catching video thumbnails that increase click-through rates. Skills & Experience Required: - Proven experience with video editing software (Adobe Premiere Pro, Final Cut Pro, etc.) - Previous work editing for YouTube or other social media platforms - Excellent understanding of tutorial-style content - Ability to meet deadlines and work under pressure Each tutorial video should be between 10-20 minutes long. The tutorial videos should have a professional and cal...
I'm seeking an experienced ML engineer to assist with the installation and running of the MuseTalk model from GitHub (). Key Deliverables: - Recommend a suitable GPU service provider with hourly rental rates. - Install the model and run a live demo. Ideal skills include: - Machine Learning expertise. - Proficiency in model installation and configuration. - Experience with GPU service providers. - Knowledge of Linux, Windows, and MacOS.
...8x7B, DeepSeek) • Retrieval-Augmented Generation (RAG) • Vector Search (ChromaDB, FAISS, Weaviate) • Semantic Search for Contextual Relevance • Multi-Agent AI (Self-Improving AI) • Graph-Based Memory Systems (Neo4j, LangGraph) • Reinforcement Learning with Human Feedback (RLHF) • LoftQ for Low-Cost Fine-Tuning • FlashAttention-2 for Efficient Model Training • RWKV for Adaptive Long-Form Writing • Graph Databases for Deep Storyline Memory • Multi-Agent AI with Adaptive Self-Improvement • ReAct Prompting for Dynamic Decision-Making • In-Context Learning (ICL) for Adaptive Style Matching • Diff Model Text Refinement for Enhanced Editing • Bypass 18+ Filters for Unrestricted Content Generation • Qu...
I'm looking for a professional who can develop a comprehensive, hands-on video tutorial course on Redhat Linux 9. The target audience is at an intermediate level, so the content should challenge them without being overwhelming. Key topics to cover include: - Installation and setup - System administration - Networking and security - RHCSA and RHCE Topics v9 The course should be over 12 hours long once edited, and I will require full ownership rights upon completion. Ideal candidates will have extensive experience with Redhat Linux, teaching, and video production. A prior portfolio of similar projects will be highly advantageous.
...existing modules of employee master ELCM, Increment through APIs. The payroll modules should generate payroll, post calculating compliances (PF/ESI/PT/LWF etc), tax as per rules, form 16 and investment declarations. We would need real time dashboards and reports and the project should be completed within 2 months post testing. The attendance module will collate in and out punch from any biometric machine used by any end user and regularise while the leave module can allow employees to apply for leaves and submit to their manager for approval. The leave and attendance data will get merged into payroll module for salary processing. The storage solution should be cloud-based. The system should be highly customizable and scalable to accommodate future updates and company growth. The...
I am seeking a talented graphic designer to create a unique and professional logo for my media company, Lucid Point Media. The logo should reflect the company’s mission of amplifying diverse voices, promoting transparency, and delivering honest, thought-provoking content. I’m looking for a design that is modern, clean, and symbolic of our values—open dialogue, inclusivity, and revolutionising the way we engage with media. Requirements: • Original and creative design: The logo should stand out and be easily recognisable. • Versatility: It should work across various platforms, including social media, websites, and print materials. • Incorporation of company values: We are open to abstract representations of transparency, honesty, and diverse perspe...
As discussed previously
I'm looking to create a robust, flexible educational website to host primarily interactive courses. It needs to be capable of accommodating a variety of courses that I upload. Key Features: - The platform should cate...educational website to host primarily interactive courses. It needs to be capable of accommodating a variety of courses that I upload. Key Features: - The platform should cater to interactive courses, incorporating elements like quizzes and assessments, discussion forums, and downloadable resources. - The access model for the courses is subscription-based. Ideal Skills: - Extensive experience in e-learning platform development. - Proficiency in creating interactive course content. - Previous work with subscription-based access systems. I look forward to recei...
I need assistance to combine and edit several video clips into a cohesive, engaging, and educational video aimed at teenagers. The final product should be suitable for student audiences, so understanding of this age group's learning style and interests would be beneficial. Ideal skills and experience for this project include: - Proficiency in video editing software - Previous experience creating or editing educational content - Understanding of the teenage demographic - Creativity to make the video engaging - Attention to detail to ensure the final product is polished and professional.
...portray their reactions. I also value experience in role-playing games. The second point. Often, TikToks or videos that the characters will react to will be very monotonous. You will still need to come up with lines for the characters and adjust their emotions even for such TikToks, which is quite challenging. I must say right away, the job is VERY specific. If you think the job will consist of simply randomly assigning emotions to characters for videos and writing default lines "just to write something" - you will be out in the first week of the probation period. We make reactions in English. Knowledge of English is not mandatory if you can use translators through ChatGPT. The third point, before applying for the position, ask yourself the following...
...comprehensive tutorial on generating income through online business. The ideal candidate for this project should have: - Extensive knowledge and experience in online business - Excellent tutorial writing/creating skills - Ability to break down complex concepts for easy understanding - Good understanding of SEO principles for online business. - Experience in creating engaging and informative content. - Knowledge of social media marketing strategies and tools. Please note that the format of the tutorial (written guide, video tutorial, interactive course) and the target audience (beginners, intermediate, advanced) are yet to be decided. Therefore, your input on these aspects would be highly appreciated. The tutorial should be created as a video tut...
I need a sample CBOT for Ctrader with a written tutorial on how to acquire bullish and bearish divergences data from my RSI indicator. The indicator is already set up, so the job will be primarily focused on programming the CBOT and writing the tutorial. I need it to detect and return last divergence condition only and if better I can choose timeframe on cbot for the indicator Ideal Skills: - Ctrader platform proficiency - CBOT programming experience - Technical writing skills Please provide a sample of your previous work with CBOT and written tutorials if available.
...Python Libraries (for custom scraping) BeautifulSoup: For parsing HTML and extracting data. Scrapy: A powerful framework for large-scale scraping. Selenium: For dynamic websites that require interaction (e.g., clicking buttons or loading more products). 2. No-Code Tools (for non-programmers) Octoparse: A visual web scraping tool. ParseHub: Another no-code tool for extracting data. WebHarvy: A point-and-click web scraper. 3. APIs (if available) Check if PB Tech NZ provides an official API for accessing product data. If not, scraping is the only option. Step 3: Write a Web Scraper (Python Example) Here’s an example of how to scrape product data using Python: Install Required Libraries bash Copy pip install requests beautifulsoup4 pandas Scrape Product Data python Copy...