Vending machine design using vhdl jobs

...pay-and-go manner. This project involves both front-end and back-end development, including API integration, database management, and deployment automation. Responsibilities: Design and implement a responsive web interface using HTML, CSS, and JavaScript. Develop interactive UI components using React.js or Vue.js. Build and maintain back-end services using Python with Flask, Django, or FastAPI. Integrate Hugging Face’s Transformers library to access and deploy AI models. Set up and manage databases using PostgreSQL or MongoDB. Implement secure payment processing systems using Stripe or PayPal APIs. Containerize applications using Docker and manage deployment with Kubernetes on cloud platforms like AWS, Google Cloud, or Azure. Ensu...

I'm looking for a skilled developer to create Python-based modeling and simulation tools for UAV Swarms. Ideal candidates should have experience in Python and Machine Learning, as well as a solid understanding of industrial processes and systems. The tools should ideally offer real-time simulation capabilities, data visualization, and the ability to integrate with relevant software. A formal report of the project is required with the simulation and coding work. You may need to discuss these details with me once we get started on the project.

*****If not able to comply with requirements to bid on project please refrain from doing so***...- Highlight your past work, particularly in legal and technical areas. - Showcase your expertise in the languages stated above. - Be able to provide virtual remote /phone interpreting for the different pairs including technical interpretations This project calls for translators who can accurately convey the meaning of the source text, keeping in mind cultural associations and nuances. ****no machine translations nor google or any other non human translations.*** ****Must be able to provide resumes of all translators that will be part of this on going job with the possibility for a 5 year contract---Do not have to include name of translators but resumes are a must-- ***NO RESUMES = DO NO...

I am in search of a seasoned AI developer with expertise in various AI domains. The ideal candidate should have a strong background in: - Natural Language Processing - Machine Learning - Computer Vision I'm also looking for a candidate with a proven track record of working on complex AI projects. Please provide details of your past work and experience in the AI field. A detailed project proposal would be a plus. The project will involve developing a sophisticated AI system, so it's crucial that you are well-versed in the latest AI technologies and methodologies. Feel free to share any specific programming language experience you have, although it's not a prerequisite. Looking forward to receiving your application!

I'm currently using TensorFlow for my machine learning model. I believe the model can be significantly improved by implementing a different algorithm. In particular, I'd like to enhance the model using "Deforming CNN". Key Points: - Current ML framework: TensorFlow - Requirement for improvement: Implementing a different algorithm - Desired algorithm: Deforming CNN Ideal skills for this project: - Proficiency in TensorFlow - Understanding of Convolutional Neural Networks (CNN) - Experience with implementing and optimizing ML algorithms - Google Colab Your task would be to integrate the Deforming CNN algorithm into the existing model, troubleshoot any issues, and ensure it enhances the model's accuracy. The goal is to significantly improve the...

I'm in search of an AI Engineer specialized in Machine Learning to assist in a predictive analysis project. Job Title: Python Developer with Experience in Transformer Models Location: Remote Job Type: Contract / Freelance Project Duration: 2-4 months Introduction: We are seeking a highly skilled Python Developer with specific expertise in transformer models to join our project on a contractual basis. The project involves applying transformer technology to solve complex problems in fluid dynamics. This role is ideal for candidates who are proficient in Python and have experience with machine learning models, particularly transformers. The work will be in interactive basis, meaning, we meet regularly to discuss the requirement, and we do it togather. Key...

I want a python script that will check the balance of my four wallets inj1.... (injective blockchain), cosmos1.... (cosmos blockchain), osmo1.... (osmo blockchain) and juno1.... (juno blockchain) every 5 seconds. And in case the INJ balance increases, ATOM. OSMO or JUNO, then the entire balance will be transferred fully automatically to another wallet inj1...., cosmos1...., osmo1.... and juno1.....

FEATURES /FUNCTIONALITY Web responsive and no app should be required. Site should display correctly on all mobile devices. • Use PH7 Builder, free opensource dating-site software. I will not be using all available features, but you can see the capabilities and features here: • Implement my custom Algorithm to calculate matches based on selected filters • Require Chat messaging • Modify software to allow user to record audio and send as message or leave as bio • Profile pic can only come from user camera, not gallery or pasting • Require Match alert notifications • User should be able to exclude matches based on any particular filter/option • PH7 BUILDER Software can

I'm seeking a skilled machine learning expert who can train a Convolutional Neural Network (CNN) for object detection, specifically tennis balls. I have my own dataset. This dataset is poor so I will need a skilled expert. I need detections on at least 50% of the frames. Key Responsibilities: - Train the CNN model on object (tennis ball) detection - Fine-tune the model for higher accuracy - Provide the trained CNN Model's code and implementation details

I am urgently in need of an expert in Data Build Tool and SQLite database who can efficiently develop a data pipeline. The pipeline will handle extracting all files from a specific folder location on my local drive. The goal here is to create a pipeline that can universally extract all types of files. Ideal Skills and Experience: - Proficient with Data Build Tool - Extensive knowledge of SQLite database - Prior experience with data extraction projects - Quick turnaround time - Ability to work with local storage systems This is a two-hour assignment and the steps required for the task are detailed in the document provided. Your quick assistance is highly appreciated!

I'm seeking an experienced Python developer who can leverage PyG to improve the accuracy of existing link prediction mod...co-authorship network data. Key Responsibilities and Requirements: - Enhance existing models: You'll be tasked with optimizing and fine-tuning our current link prediction models, in order to improve the accuracy of the predictions. - PyG Proficiency: Proficiency in PyG, a Python-based library for building graph neural networks is a must for this project. - Previous experience: Experience with machine learning, particularly in the field of link prediction, would be ideal. - Dataset knowledge: Familiarity with handling co-authorship network data is a plus. I'm looking for a proactive, detail-oriented individual who can work independently to deli...

I'm looking for a highly skilled data scientist to dive into a project that requires a strategic blend of data analysis, data modeling, and machine learning. Python proficiency is essential for this role, as it's the primary tool we will be using. Ideal Skills: - Python programming - Data analysis - Data modeling - Machine learning Despite the specifics of the dataset size and type being unclear, the candidate should have experience handling different scales and types of datasets. Your ability to adapt and work with varying datasets will be essential. Please be prepared to showcase similar past projects in your proposal.

...insights ⚡ Fast, expert research & delivery Order now & unlock cybersecurity knowledge! Tags: cybersecurity, research, CIA, IEEE, analysis, comparison - Identifying potential vulnerabilities in multiple IoT in smart city systems - Analyzing existing cybersecurity measures - Proposing enhanced security solutions The ideal candidate will understand Security Challenges and Privacy Concerns while using IoT in smart cities, their potential vulnerabilities, and possible solutions. Your role would also involve aiding in comparison and assessment of different cybersecurity measures. specific area of IoT: Applications of Internet of Things (IoT) , Guest_Editorial_Special_Issue_on_Empowering_the_Future_Generation_Systems_Opportunities_by_the_Co, Internet of Things (IoT) for Nex...

I am in need of a skilled machine learning specialist to help me with a project involving water clarity. The primary goal is to both track and predict water clarity. This requires a combination of machine learning expertise and the use of optical satellite data. Key Responsibilities: - Utilize optical satellite data to track and predict water clarity - Apply random forest and multiple linear regression models to analyze the collected field samples - Develop a robust system for ongoing tracking and prediction of water clarity Ideal Skills and Experience: - Proficiency in machine learning, particularly random forest and multiple linear regression - Experience working with optical satellite imagery - Strong data analysis and model development skills - Background in envi...

...PDFs or image files into HTML, using the image/PDF as a background. If able to populate the fields with datalabels corresponding to program (OscarEMR) is a bonus. documentation eform generator being used, I would like to automate the process to not have to use the manual generator: Key Requirements: - Automation: The primary goal of this project is to automate part or all of the the form creation process - even if there is a way to automate the location of top left pixel of each checkbox. - Simplicity: The forms that need automating are relatively straightforward, including basic types such as text and checkboxes. Ideal Skills: - Proficiency in HTML, Python - Ai/Machine learning - Previous work in automating

Hey, I'm looking for a virtual assistant who is fast and efficient, to help me be more productive. Specifically you will help me with content creation and translation of a website. In order for me to select the best person, here is my tiny hiring process: - Sign up at (this is the tool I'm using for my website) - Create a new website (the content can be totally random) - At the end of the website, add an FAQ section in "Classical" style and add two questions and their responses: "How much do I charge per hour", "A fun fact about me". Answer the questions with your real personal answers - Publish the website and share it with me when you apply for the project This should take you 5-10m max depending on how quickly you understand how to u...

I'm seeking a professional with deep experience in MySQL and Linux OS to carry out an installa...installation. * Desired Proficiency and Experience: - Linux Operating System: You need to be familiar with Linux as the installation has to happen on this platform. - MySQl 5.7: The installation is specifically for MySQL 5.7 and you should have experience with this exact version. * Task Overview: - Install MySQL 5.7 on my Linux machine following the Development Machine Settings. * Configuration: - MySQL should be configured to run optimally on a development machine setting. - Your skills should extend to understanding the unique configuration needs of a development system and apply those effectively. Looking forward to your bids, please feel free to ...

...Responsibilities: - AI Development: You'll be tasked with creating, implementing and maintaining complex AI algorithms and systems. - ML Model Development: This role will require you to design, train, and optimize machine learning models. - Data Analysis: You'll need to collect, interpret, and present data in a meaningful way, to help inform our AI and ML projects. Required Skills and Experience: - Expertise in Python is a must. You should be comfortable with Python libraries and tools commonly used in AI and ML projects. - Proven experience in developing and deploying AI algorithms, including neural networks and other machine learning models. - Strong data analysis skills, including the ability to write complex queries and perform statistical analysis. -...

I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experi...

I'm urgently seeking a skilled developer to set up a Helios 2 Lidar camera for detecting human figures and calculating distances up to 10 meters. Key Requirements: - Proficiency in setting up and customizing Helios 2 Lidar camera - Mastery of object detection, specifically human figures. - Capable of implementing short-range distance calculation (up to 10 meters) The project demands someone who has a strong understanding of Lider camera configurations, and advanced skills in object detection and distance measurement methodologies. Your competence in creating systems to accurately detect human figures and calculate short-range distances will be the driving forces behind the success of this project.

I need a Python code developed for vehicle route optimization. - The code should include 3 algorithms for route optimization. - Successful freelancers should include past work in the application. Ideal Skills: - Proficiency in Python - Experience in developing route optimization algorithms - Strong background in data analysis, web scraping, and machine learning, as these functionalities will be required in the project.

I'm looking for a skilled AI developer, with a specific focus on machine learning. A well qualified candidate will be experienced in: - Implementing Unsupervised Learning systems - Specializing the machine learning model towards Anomaly detection An ability to navigate the complexities of AI and adeptly apply machine learning frameworks and libraries is important. Practical experience in applying Anomaly detection methods in Unsupervised Learning scenarios is crucial. If this describes you, I'd love to hear from you. Let's revolutionize my project together with your machine learning proficiency!

...smaller improvements required to the website and the database we use to run our suppliers prices. Our stock database was designed by me and built by our then developers. We also link into accounting to import customers orders and convert to invoices. We also link / interface to Ideal skills for this project would include: - Proficiency in Opencart system development - Strong UI/UX design capabilities, especially in mobile responsiveness - Experience in developing and implementing referral programs in e-commerce systems - A good understanding of security features to ensure customers' data is protected - Excellent communication skills to understand and deliver on the specific requirements Please note that I'm open to any suggestions or proposals that you may have...

I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied to image generation.

I'm a data science student needing assistance specifically in the areas of maths, linear algebra, and probability. Here's what I'm looking for: - Expertise in data analysis, machine learning, and data visualization - Mastery in maths, particularly linear algebra, and probability - Ability to provide advanced assignments and problem-solving strategies to strengthen my grasp of these subjects The ideal candidate for this project will have strong analytical skills and a deep understanding of complex mathematical principles involved in data science. You should be able to articulate complicated concepts concisely and clearly, since the level of difficulty I'm currently faced with is quite advanced. Your role will largely involve providing resources and guiding me th...

I am in need of a unique, simple, and effective logo for my machine finishing and spray painting firm. Key elements to be included in the design are a spatula and a paint gun, symbolizing the work we do. Attached I am sending a photo of what the work looks like and the gun and spatula. Key project specifications: - No specific color scheme preferences as the question was skipped, hence creativity and professional judgement will be important. - No specific font preferences as the question was skipped, emphasis is on readability and clarity. Ideal freelancer will have: - Proven past experience in logo creation (previous work references may be requested). - Experience using professional design tools. - Ability to propose detailed project timelines and delivera...

I'm in need of a custom Python parser using the pylatexenc library. It should mainly feature: - Special Feature Parsing: This parser must be able to parse through figures, tables, and equations specifically, while remaining in original LaTeX format. - Format Conversion: convert to simple text The ideal candidate for this project will have proven Python skills, familiarity with the pylatexenc library, and knowledge of LaTeX. They should also have experience with custom parser creation, and be familiar with converting LaTeX into other formats. Note: extensive testing on sample latex projects needs to be conducted to make sure its generalizability.

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I require a skilled brochure designer who can craft a compelling piece targeting business owners. The focus of the brochure should be on emphasizing the benefits of my vending machine service, particularly its convenience. The design should be professional, appealing, and persuasive enough to convince the targeted audience of the value our service adds to their businesses. Ideal skills and experience for the job include: - Expertise in brochure design - Experience creating marketing materials for B2B services - Ability to creatively highlight service benefits - Understanding of what appeals to business owners.

Freelancer Wanted: Cloud & Virtual Workspace Architect Upgrade your business infrastructure with a secure and efficient virtual workspace! We are seeking a skilled cloud computing and virtual machine (VM) expert to design and set up a secure virtual workspace for our growing business. The ideal candidate can: Analyze our business needs and recommend the optimal cloud platform (e.g., AWS, Azure, GCP) for our operations. Design and configure a secure virtual workspace using VMs, ensuring smooth operation of essential applications. Optimize our cloud setup for cost-effectiveness and scalability to support future growth. Provide ongoing maintenance and support, guaranteeing optimal performance and security. Bonus points if you: Have exp...

...evolve, it's absolutely crucial to remain steps ahead of potential threats. Based on this, I am particularly interested in: - Creating a robust detection model using both hardware and software. - Utilizing distinct technologies, including Intel Performance Unite and Machine Learning algorithms as primary tools for model development. (Python, Tenser flow, Perf Linux, python PAPI) - This model will also include the analysis of Hardware Performance counters. The potential freelancer should possess a strong understanding of these tools along with expertise in cybersecurity and the development of prevention measures. A background in using network monitoring tools is also an advantage. Your contribution will greatly assist in enhancing the security of our system a...

...evolve, it's absolutely crucial to remain steps ahead of potential threats. Based on this, I am particularly interested in: - Creating a robust detection model using both hardware and software. - Utilizing distinct technologies, including Intel Performance Unite and Machine Learning algorithms as primary tools for model development. (Python, Tenser flow, Perf Linux, python PAPI) - This model will also include the analysis of Hardware Performance counters. The potential freelancer should possess a strong understanding of these tools along with expertise in cybersecurity and the development of prevention measures. A background in using network monitoring tools is also an advantage. Your contribution will greatly assist in enhancing the security of our system a...

I require a proficient CAD designer to create a model for a compact fabric coating machine. This machine's main purpose is to augment the durability of fabric. Its unique features should include: - An adjustable setting mechanism to manipulate coat thickness - The capacity to handle fabric sizes above 2 meters Ideally, designers with experience in mechanical or industrial design, particularly in textile machinery, would be the best fit. They should understand the intricacies of fabric coating machinery including efficiency, maintenance, and user-friendliness. Deliverables will include a comprehensive CAD model and design documentation.

...in Python, to assist me in developing deep learning algorithms for a specific project. Key Responsibilities: * Step 1: Regenerate exact same graphs as shown in the PDF using the same dataset. * Step 2: Apply various ML + DL algorithms for future prediction and obtain better results in terms of accuracy, precision, F1-score, RMSE, ME, MAE, RMSE, MAPE, etc., than already applied models. * Step 3: Documentation of the work, along with a discussion to validate the model's usage and justify it as scientific research paper. Ideal Skills & Experience: * Proficiency in the Python programming language. * Prior experience in machine learning and deep learning algorithms. * Proficient in LaTeX for writing journal research papers. * Anyone with past experience as a research...

*READ the attached .docx it's better explained. * For this project, this is just meant to run on any given localhost machine as a project. I'm in need of a skilled developer to build an application for a project. The main focus will be on exploiting the 'Academic World' dataset, incorporating relational (MySQL), document (MongoDB), and graph databases (Neo4j) which will be provided. Key Functionalities: - See .docx (My Approach) Section This is a project-based task, so I don't think there's a need to implement complex user authentication or intricate access control. Candidates with experience in web-based application development using MySQL, MongoDB, Neo4j will be ideal for this project. Understanding of library management systems and datase...

...experience in DiaLux or AGi32. Also, send me your sample work.*** I'm looking for a skilled lighting designer to work on a small residential apartment complex and car park. The project requires an understanding of Australian standards for lighting. Key Responsibilities: - Design lighting for common areas - Individual apartment lighting - Car park lighting *All lighting to comply with Australian Standards. *Project must be designed using AGi32 or DiaLux software Skills and Experience: - Proficiency in lighting design - Knowledge of Australian standards - Should be able to use AGi32 or DiaLux Software Note: Scope of work is attached along with some Sample drawings. Deliverables: 1. Dwg & pdf drawings with lighting fixture layout along with lux levels note...

We install Hot Wheels and Barbie vending machines We need to make this area look great! The idea is to put this style track on the floor and up the wall at the back. - Create town map on floor - Town map should go up the back wall - This is for kids to get a car from the vending machine and play on the track with it - This has to be scaled to the correct size - The space and measurements can be seen in the attached image of the space - A Flat Printable file will be required to send to our print company

I am facing a recurring issue where PrivateGPT, which used to run smoothly on Ubuntu 22.04.4 LTS on Windows 11, is now crashing repeatedly. This problem began after a series of file ingestions and proves persistent as it happens every time I now attempt to start up the software. Specifically, a Runtime Error is delivered, preventing the program from carrying on. I am looking for a freelancer with: - Exceptional problem-solving skills - Extensive experience with Ubuntu and Windows 11 - Advanced understanding of PrivateGPT In your application, I am particularly interested in your past experiences related to diagnosing and repairing similar technical issues. Looking forward to your assistance in resolving this issue. Thank you.

I'm seeking a skilled FPGA developer to construct an intermediate-level chessAI project. The AI is expected to run real-time on a Spartan-7 FPGA board, using Vivado and Vitis. Key Project Details: - **Real-time Performance:** The AI should be optimised for real-time operation on the FPGA board. - **Intermediate Complexity:** The chessAI should be capable of intermediate-level game play, providing engaging and challenging performance. - **FPGA Model:** The project is designed for a Spartan-7 FPGA board, hence prior experience with this model is preferable. Key Skill Requirements: - Proficiency in FPGA development, particularly with Vivado and Vitis. - Prior experience in designing chessAI or comparable AI projects. - Expertise in optimising AI models for real-time FPGA impleme...

Looking for a skilled freelancer who can develop a simple process of click few buttons and select input file to extract numeric digits from JPEG images hosted on a cloud server using the Google Vision API with their TEXT_DETECTION. More detail information from google on text extraction on remote image: The task involves extracting numeric digits using Google's TEXT_DETECTION feature from JPEG images hosted on a cloud server.: - Image URLs are provided in an Excel file (sample attached), with over 200 URLs. - The extracted numeric digits need to be added to the same Excel file in columns next to each corresponding image URL. We require only the digits with a length between 4 to 8 digits. Other text information is not

...deploying applications on Google App Engine. Key Requirements: - User Registration and Login: We'll need a smooth, secure system for users to create accounts and access the platform. - Integration with Third-Party APIs: The website should seamlessly communicate with external APIs to enhance its AI capabilities. The website's primary goal is to serve as an AI platform. Therefore, the incorporation of Machine Learning capabilities is essential. Your responsibility will be to ensure these features are not only functional but also user-friendly. Ultimately, I'm looking for a developer who can help me bring a unique vision to life. Experience in AI-related projects and a keen eye for user experience will be a significant advantage. If you're ready to take on thi...

I'm looking fo...two clients and a server. The purpose of the system is to both train and update a machine learning model. The clients will provide textual data for the learning process, and the system should ensure utmost data privacy and security without the need for data encryption. Key requirements: - Development of a federated learning system with a server-client architecture - Incorporating tools for machine learning model training and update - Handling of textual data from the clients for the learning process Ideal skills and experience for this job: - Proficiency in machine learning model development - Previous experience with federated learning systems - Strong understanding of data privacy and security in machine learning - Excellent communicati...

I'm looking for a seasoned graphic designer to help me create an abstract crypto logo inspired by aspects of artificial intelligence. Key elements should represent neural networks and machine learning. More specifically: - The logo design should be abstract and sophisticated, echoing the complexity of AI. - A monochromatic color scheme is preferred to maintain a professional and refined aesthetic. The ideal candidate for this job is someone with: - Extensive experience in abstract graphic design - Deep understanding of AI concepts and how to visually represent them - Skilled in creating monochrome logo designs Combining these elements, the goal is to reflect the cutting-edge technology underlying cryptocurrency and artificial intelligence.

...an open model capable of detailed data analysis and user interaction. Work with audiovisual data to ensure models are accurately transcribing, analyzing, and providing insights based on the archival content. Assist in integrating AI tools that can automate the cataloging and preservation processes to enhance the archive's accessibility and interactivity. Requirements: Proven experience in AI, machine learning, or data science, especially in NLP and clustering algorithms. Familiarity with Google Cloud Platform, especially Vertex AI and Speech-to-Text services. Strong programming skills, preferably in Python or another relevant language. ...

I want a report about a mechanical design project. Report format is provided as: • Free body diagrams • Static calculations • Stress analysis • Fatigue analysis for rotational components • Machine components design/selection • CAD drawings of whole assembly • Technical drawings • Parts list • FEM analysis of the whole structure

...AI methods against multiple cyber threats in cloud environments. Here’s what I have in mind: • Focusing on the following cyber threats: - Data Breaches - Identity Theft - Malware Attacks • The research should incorporate AI methods: - Machine Learning - Deep Learning In the depth of your research, scrutinize the role of these AI methods; indicate their strengths, weaknesses and how they could mitigate the mentioned threats. Ideal Skills: • Solid understanding of Cloud Technologies • Deep knowledge of AI, machine learning, deep learning • Proficient with Research/Writing • Familiarity with cyber threats and security Your informed solutions and recommendations will not only score their effectiveness but al...

I'm searching for a skilled Elementor Pro designer who can build a header and footer for my website. It needs to look exactly like the images I'll provide, and work seamlessly on phones and tablets. The footer includes a bunch of placeholder 'lorem ipsum' text. We'll be replacing that with descriptions of our services, and we have a LOT of services listed. You're welcome to work on either my test website or set up your own hosting environment.

I am in need of a developer experienced in LangChain and OpenAI API to create an enterprise application focused on business process automation. The main goal is to automate document management, specifically document creation. Ideal Experience and Skills: - In-depth understanding of business process automation - Experience in developing document management systems - Proficiency in LangChain and OpenAI API Requirement: - Create and fully implement a document creation module within the application - Ensure seamless integration with our existing systems - Test and debug the application for any potential issues. Please provide a portfolio or examples of similar applications you have developed in the past. This will aid me in making an informed decision. Your understanding of automation in an...

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...Provide buy/sell and hold recommendations for shares Your expertise will be challenged in integrating news sentiment into the predictive model. Proficiency in utilizing cutting-edge AI and data mining technologies to derive insights from news articles and other reliable sources is desired. The ideal freelancer would have proven experience in financial analysis, sentiment analysis, big data, machine learning, and AI. An understanding of stock market dynamics and the impact of news sentiment on stock movements will be highly beneficial. Your ultimate goal is to develop a working robust prediction model that provides early warnings of market fluctuations, helping take preemptive measures. The model needs to give buy/sell and hold suggestions on a daily/weekly manner in order t...