Machine learning and artificial intelligence in healthcare työt

...Focus**: The primary focus of this project will be on creating a comprehensive guide for how to use the said product. This includes detailed descriptions and instructions on the specific features of the software. - **User Experience**: Your content should be user-friendly and easy to follow, to facilitate quick adoption by users. - **Medium of Access**: The final content should be in PDF format I will supply all necessary screenshots and steps for you to work with. Ideal Candidate: - **Educational Background**: Prior experience with educational technology or e-learning platforms is highly desirable. - **Proven Track Record**: Demonstrable experience in writing help content or user manuals for software products would be a definite plus. - **Deta...

...Advancements in Deepfake Detection: Safeguarding Audio and Video Integrity The realm of multimedia content faces an increasing threat with the rise of deepfake technology, which can fabricate convincing audio and video simulations of individuals. To combat this, the focus has shifted towards developing robust deepfake detection systems capable of discerning between genuine and manipulated media. This project proposes an innovative approach towards deepfake detection, primarily targeting both audio and video formats. The cornerstone of this endeavor lies in training a sophisticated model on a comprehensive dataset comprising authentic and deepfake media samples. By leveraging advanced machine learning algorithms, the model ...

I am working on a research project. I need more efficiency of the model that is already trained.

...vendors and similar, please do not bid! ** An accomplished Cyber Security and Big Data Consulting agency with presence in India, the Middle East, UK, USA and Canada are seeking an experienced Cyber Security Sales Partner to join our UK-EU team remotely (but, preferably from within the UK-EU region). The ideal candidate would have experience in selling either : 1. Cyber security services, including Vulnerability Assessment & Penetration Testing, Network Security Testing, Cloud Security Audits, Security Compliance Assurance among others. 2. Managed Cyber Security services for SMB's like Real time monitoring of their assets for security loopholes etc. 2. Big Data Testing Services, including Data Migration Testing, Data Warehouse Testing, ETL T...

I am seeking a cyber security professional who can assist in generating sales and leads for a range of Cyber Security and Big Data services in Canada. The ideal candidate should possess the following skills and experience: - Proficient in sales and lead generation within the cyber security industry - Experience in working with both small businesses and large enterprises - Knowledge of either: ----- A variety of cyber security services, including Network Security, Cloud Security, Vulnerability Assessment & Penetration Testing, Managed Security Services Provider (MSSP), Real-time Security Monitoring, Phishing Awareness Training & Assessment, Application Security Testing, Network / Infrastructure Security Testing, ...

I am seeking a cyber security professional who can assist in generating sales and leads for a range of Cyber Security and Big Data services in the USA and Canada. The ideal candidate should possess the following skills and experience: - Proficient in sales and lead generation within the cyber security industry - Experience in working with both small businesses and large enterprises - Knowledge of either: ----- A variety of cyber security services, including Network Security, Cloud Security, Vulnerability Assessment & Penetration Testing, Managed Security Services Provider (MSSP), Real-time Security Monitoring, Phishing Awareness Training & Assessment, Application Security Testing, Network / Infrastructure Se...

...vendors and similar, please do not bid! ** An accomplished Cyber Security and Big Data Consulting agency with presence in India, the Middle East, UK, USA and Canada are seeking an experienced Cyber Security Sales Partner to join our UK-EU team remotely (but, preferably from within the UK-EU region). The ideal candidate would have experience in selling either : 1. Cyber security services, including Vulnerability Assessment & Penetration Testing, Network Security Testing, Cloud Security Audits, Security Compliance Assurance among others. 2. Managed Cyber Security services for SMB's like Real time monitoring of their assets for security loopholes etc. 2. Big Data Testing Services, including Data Migration Testing, Data Warehouse Testing, ETL T...

I'm seeking a professional and experienced NEET trainer to conduct a comprehensive online training program for students at my academy. The program will run for a full year, covering Physics, Chemistry, and Biology. Key Responsibilities: - Develop a structured syllabus that encompasses all topics relevant to the NEET exams. - Deliver engaging and interactive online classes. - Provide regular assignments and assessments to track student progress. - Offer additional support and guidance to students as needed. Ideal Candidate: - Proven experience in NEET training, especially in the specific subjects of Physics, Chemistry, and Biology. - Ability to effectively teach and communicate complex concepts online. - Prior experience...

I worked incredibly hard for over a year to bring you a top-notch learning program with Freelancer.com that was never revealed before… It's not just about teaching you everything I know and sharing my journey to the #1 amongst 70 million people; it's also about connecting you with a great community.. Once you complete the program and pass the test, you'll earn an exclusive badge that very few people get.. But.. Also, you get all of the following INCLUDED with NO HIDDEN COST in a YEARLY price of 129 USD: ➡️ Be among the elite few to earn the new IFC badge on your profile so that you can stand out! (Upon successful completion of the test) - Priceless! ➡️ Unlock hours of groundbreaking video content I’ve been working on for months t...

I'm in need of TWO comprehensive written report based on a videos. The video's content is highly informational in nature, and the report should cater to industry professionals. Key Requirements: Discuss what the video was about and who the speaker was. How does it relate to your study of renewable energy sources, microgrids, energy transmission and distribution, storage technologies, policies, renewable energy resource assessment, energy market, and/or emerging technologies? • What were some of your key takeaways and how did this video meet your learning expectations from this unit? • How would you use your learnings from these videos in future?

...training through cutting-edge VR simulations. We're currently seeking a seasoned Senior Machine Learning Engineer to join our team and lead our efforts in integrating machine learning technology into our VR simulations. This unique opportunity offers an equity-only partnership initially to facilitate the Proof of Concept (POC) phase. During this period, the partner's contribution will be instrumental in securing further funding, already committed by an investor. Upon successful completion of the POC, we'll transition to full time position at the company and a payment structure, starting at $6,000 per month for the first year with opportunities for growth in subsequent years. We understand the need for flexibil...

I'm looking for a skilled app developer to create a cutting-edge mobile application that leverages artificial intelligence for content recommendation. The target audience is the general public, so a user-friendly and accessible interface is essential. Key Requirements: - Development for both iOS and Android platforms. - Implementation of AI for content recommendation. Ideal Skills and Experience: - Extensive experience in app development for both iOS and Android. - Proficiency in integrating AI systems for content recommendation. - A strong understanding of user experience design, particularly for a general audience. Please let me know if you have experience working on similar projects and how you would approach this...

I need a freelancer who is highly skilled in advanced problem-solving and proofs in Geometry and Calculus, to support my own personal learning efforts. Your role will involve increasing my understanding of these topics, emphasizing advanced problem-solving strategies and proving theorem. Key Qualifications: - Deep understanding of Geometry and Calculus - Experience in teaching complex mathematical concepts - Excellent problem-solving skills In your bid, kindly share what experience you have in teaching or tutoring in Mathematics, specifically Geometry and Calculus. It would be beneficial if you could provide brief examples of how you've worked through advanced problem-solving and proofs in...

I worked incredibly hard for over a year to bring you a top-notch learning program with Freelancer.com that was never revealed before… It's not just about teaching you everything I know and sharing my journey to the #1 amongst 70 million people; it's also about connecting you with a great community.. Once you complete the program and pass the test, you'll earn an exclusive badge that very few people get.. But.. Also, you get all of the following INCLUDED with NO HIDDEN COST in a YEARLY price of 129 USD: ➡️ Be among the elite few to earn the new IFC badge on your profile so that you can stand out! (Upon successful completion of the test) - Priceless! ➡️ Unlock hours of groundbreaking video content I’ve been working on for months t...

...this model is to enable accurate and insightful financial forecasting. - Advanced Level of Complexity: I'm aiming for a model that goes beyond basic calculations and projections. I want it to incorporate AI and machine learning techniques, allowing for predictions that are more predictive and dynamic. - Integration with Spreadsheets: The model should be able to successfully integrate with and manipulate data from existing spreadsheets. Ideal Skills and Experience: - Data Science: A strong foundation in data science is essential for this project. - AI and Machine Learning: Experience in developing AI and machine learning models, particularly for financial forecasting, wou...

...specialized in selling less than 5 types of ovulation and pregnancy tests. Here's what I need: - Setting up account and listings: I'll be needing help with setting up the Amazon account and listings. I have most product details, including descriptions, images, and prices ready for upload. However, there could be some information still needing to be finalized. - Product optimization: I also need someone who can optimize the product listings for visibility and conversions, effective keywords usage is crucial. - Compliance with Amazon’s policies: You will ensure all listings comply with Amazon’s policies and regulations. Ideal skills for this job will be an in-depth understanding of Amazon FBA, product listing ...

...to join me in an ambitious project to create a sustainable village in Australia. This village will not only be beneficial for the environment, but will also provide a unique opportunity for investors to earn a standard annual income. Key Features: - The focus of this project is to ensure that the village is fully self-sufficient and sustainable. Key sustainability features include: - Utilization of renewable energy sources - Implementation of organic farming practices - Establishment of waste recycling systems - Aptitude in a diverse range of skills to ensure the village's overall health and success Skills Required: - Construction and architecture: We need professionals who can design and construct eco-friendly, su...

I am in need of a seasoned software engineer with specialization in Artificial Intelligence, Machine Learning, MS Copilot, Cloud Computing (Azure), MS Power Platform, SQL Server, iOS, Android, and comprehensive Microsoft technologies. Preference will be given to candidates in the USA time zone. Key Details: - Main Objective: The main goal of this project is to develop a new software application. - Platforms: The application will be developed for Web, iOS and Android. Ideal Skills & Experience: - Proficient in Artificial Intelligence and Machine Learning with a proven track record in similar projects. - Expertise in MS Copilot, Cloud Computing (Azure), MS Power Platf...

I'm in need of a soundproof box that can be placed over a small chocolate machine. This box should not just mute the noise produced by the machine but also allow a free flow of air to prevent overheating. The box should also have a minimal volume, meaning it shouldn't take up too much space. Key Requirements: - Internal storage dimensions of the box should be approximately 14x14x22. - The material of the soundproof box is not pre-determined. Your recommendation for the most appropriate and effective material is welcomed. - The soundproof box should be designed to allow a free flow of air in order to prevent overheating of the small chocolate machine or so that active cool air can be introduced. - The top should open or slide off so that ...

...system is to enhance operational efficiency. Key Features: - Machine Learning: The system should be based on machine learning principles. - job swap Handling: A crucial feature is the system's ability to manage and accommodate job swaps. Staff should be able to drop jobs on a schedule while maintaining the overall operational efficiency. - Optimization: An essential goal of the system is to optimize schedules, ensuring that they are efficient and well-organized for the business's needs. Ideal candidates for this project should have a strong background in AI and machine learning, specifically in the context of workforce scheduling. Experience in creating similar systems and an ...

We're in need of an experienced graphic designer to create a logo for our podcast, "The Life Sciences GenAI Exchange Podcast," that is sparked by ArisGlobal (include sparked by in the logo). The logo needs to stand out with a clean, professional, and easily identifiable design. Here are some specifications: • Color: Predominantly blue. • Style: Futuristic. • Imagery: Please incorporate elements of a DNA helix and a brain to represent life sciences and artificial intelligence. The ideal freelancer for this project would have significant experience in graphic design, particularly in creating logos. A strong understanding of how to use symbology effectively in design is crucial, as well as ...

...looking for a professional who can develop a PHP-based system to generate web pages automatically. These pages will be using pre-designed HTML templates and their content will be generated using Artificial Intelligence (AI). The generated content will primarily be articles. Key Features Needed: - The system should be able to automatically create web pages - The system should have a built-in AI integration for content generation - The system needs to be seamlessly integrated with WHMCS Ideal Skills and Experience: - Proficiency in PHP and web development - Experience in working with AI and integrating it into a system - Prior experience in developing systems that can automatically create web pages - Familiarity with...

...English,Social Science and Economics. As an online tutor, you will be responsible for providing one-on-one tutoring sessions in subjects such as Math, Science, English, and more. ?Work type: Remote ?Working hours are mostly based on the Indian time zones. ?Payment: 40k-50k Lesson duration: 55 mins. Job Description: 【Teaching Method】 Online Teaching Platform 【Equipment Needed】PC/laptop, headset and webcam 【Working Hours】 You can plot your own time slots 【Class Type】 1-1 / 1-many 【Class Length】30/40 minutes 【Teaching Material】Provided by Company 【Job Qualifications】Bachelor education degree or diploma The ideal candidate will be responsible for: - Providing regular classes, doubt-solving sessions, and masterclasses. - Preparing Daily Assignments, Tes...

...require a video editor with strong skills in creating micro-learning videos and converting Spanish language content to English. Your tasks include: - Condense 3 to 20minute (13 to 15 full lenght videos) video into 5 to 20 micro-learning videos . - Each micro- video must be less than 2 minute long - Add subtitles to each micro video - Convert Spanish spoken-word into English voiceovers To be successful in this role, you must have: - Extensive experience in video editing and short-form content creation - Excellent translation skills, specifically from Spanish to English - Knowledge of micro-learning principles is a plus. 1 days timeline . The following is a sample video () Do edit the sample video and send to me to p...

...different aspects of thesis writing in Data Engineering and Machine Learning. Key areas where assistance is required: - Expertise in research methodology to help shape the foundation of my thesis and guide me effectively to carry out my research. - Skilled in literature reviews for significant studies in the field, ensuring a comprehensive and well-rounded foundation for my work. - Proficiency in data collection and analysis for gaining, organizing, and interpreting vital information, contributing to my comprehensive understanding of the topic. Additionally, I need hands-on support in data engineering, so expertise in this field is highly desired. An understanding of Google clouds will a...

1 Problem Statement and Datasets In this assignment, you will implement Vector Based Models to rank academic research papers. Refer to the code and dataset that can be downloaded from the zip file here. The code is written and tested in Python 3.10. The dataset consists of 8K research papers (or documents) and 100 queries downloaded from Semantic Scholar 1 . The zip file consists of: 1. file 2. file 3. 4. s2 folder with: (a) s2/s2 : All (8K) research papers in the corpus. Each research paper has 3 fields. i. docno: A unique document id for each research paper ii. title: Title of the research paper iii. paperAbstract: Abstract of the research paper A single paper entry looks like: { "docno": "6e4eddf4d6671c37537bb5d1c9623353...

I am working on a research project. I need more efficiency of the model that is already trained.

I am learning and facing an issue when creating a PWA: 1. I want the app to work as PWA, currently doesn't show "install app" on the browser 2. I want the app to work offline %100 3. npm run dev shows 2 warnings, I would like to fix: Warning 1: ⚠ Invalid options detected: ⚠ Unrecognized key(s) in object: '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23' Warning 2: ⚠ InjectManifest has been called multiple times, perhaps du...

Buscamos 1 Appointment Setter para el sector de servicios farmacéuticos Las funciones principales son: -Gestión de cartera existente -Apertura de nuevos mercados -Cold calling -Follow up proyectos farmacéuticos Tickets altos: 100-200K anuales con un porcentaje alto por citas agendadas Trabajo en Madrid, zona Las Rozas

I am working on a research project. I need more efficiency of the model that is already trained.

I'm in need of a dedicated Full Stack developer to become a valuable part of our team. We're looking for a long-term collaboration and several improvements in our MERN Stack Job Board. Responsibilities: - Enhancing the existing features and content of the job board. - Implementing new user roles and permissions. - Improving the search functionality. - Integrating cutting-edge technologies. Specifics: - Artificial Intelligence Integration: We're aiming to incorporate AI into our platform for various purposes. - Video Interviewing and Scheduling: We need to integrate video interviewing capabilities to streamline the hiring process. Ideal Skills: - Proficiency in MERN Stack development. - Previous experience ...

...startup, operating in stealth mode, looking for a mobile designer specialized as a Figma Developer. We're seeking a talented individual to assist in crafting mockup apps. You'll be working on 2-3 very basic user flows initially, with the potential for more as the project progresses. Confidentiality and signing an NDA are mandatory, and we expect you to bring your creativity to the table, empathizing with our customers as you design. Requirements: * Proficiency in Figma, with a robust portfolio showcasing your design skills. * Portfolio showcasing previous designs and experience in creating mock-up apps. * Ability to think creatively and put yourself in the customer's shoes during the design process. * Strong ...

I'm in need of a professional who can create a 3D Convolutional Neural Network (CNN) model diagram for a brain tumor classification project. I will share file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification.

I am in need of a professional web developer to create an interactive online learning management system. The platform is intended to be used as an online home schooling platform for delivering GCSE and A Levels to students. Key Features Needed: - Live Video Lessons: The system should be able to deliver live video lessons to students. - Online Lessons: In addition to live video sessions, the system should facilitate pre-recorded online lessons. - Student Progress Tracking: A crucial component of the system is its ability to track and display student progress. This helps the students and teachers in understanding the performance and improvement areas. User Interface Design: - The envisioned user interface design should be 'Color...

I need a visual representation of the system arch...the system architecture for my .ipynb file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification. The main purpose of this diagram is to provide an overview of the system architecture, similar to how it is in research papers. It should be clear, detailed and well-annotated to help me understand the flow of data and the various components involved in the process. Key Requirements: - The diagram should be in PNG format. - Include detailed annotations to help me understand the components, their interactions and the flow of data in the system. - Proven experience in creating architecture diagrams, especially in the co...

I'm in need of a comprehensive AI bookkeeping script that can handle various crucial functions for my clients. We are a bookkeeping firm and handle 50+ clients. I'm looking for something somilar to botkeeper or integra. Key Requirements: - Seamless integration with QuickBooks and banking platforms for real-time data syncing. - Utilize machine learning to categorize bank transactions accurately, providing reliable financial insights. - Ability to reconcile bank transactions, ensuring the accuracy of financial records. - The system should send detailed financial reports via email, keeping stakeholders informed. - Additionally, the script should be able to handle amortization schedules and other related uploads. - A feature for journal ent...

I am learning and facing an issue when creating a PWA: 1. I want the app to work as PWA, currently doesn't show "install app" on the browser 2. I want the app to work offline %100 3. npm run dev shows 2 warnings, I would like to fix: Warning 1: ⚠ Invalid options detected: ⚠ Unrecognized key(s) in object: '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23' Warning 2: ⚠ InjectManifest has been called multiple times, perhaps du...

I need a seasoned content writer experienced in financial advisory and investment information. The primary objective of this project is to create comprehensive investment guides targeting intermediate-level investors. Your tasks will include: - Developing detailed content on key investment areas specifically focusing on the following topics: - Stock market basics - Importance of personalized investment advisory - Role of AI in financial advisory why stock investment important, why people has to analyse his income and expenses , importance of financial advisor and benefits of AI in financial and investment advisory Ideal skills and experience for this project: - Strong understanding of financial concepts - Familia...

I am in need of an experienced developer to train the AI pair programming LLM. The primary functionality of this application will be to assist users in coding with intelligent code suggestions, aiming at an advanced Python level. Key Responsibilities: - Developing the application using Python, C++, SQL, and React. - Concentrating on providing intelligent code suggestions as a core feature. - Ensuring the application's capability to handle advanced level Python coding. - Create proper documentation of the code and features introduced. Ideal Skills and Experience: - Proficiency in Python, C++, SQL, and React. - Previous experience in developing intelligent coding or suggestion systems. - Deep understanding of machine le...

...resource is geared towards professional healthcare providers. Key Project Requirements: - Artistic rendering of surgical anatomy - Detailed presentation of pelvic floor surgery procedures - Clarity and accuracy in portraying complex medical processes Ideal Candidate Skills: - Proficiency in medical animation - Experience in creating anatomy-based 3D animations, particularly pelvic structures - Understanding medical terminology and surgical procedures - Ability to convey intricate medical concepts in an easily digestible format As this project is designed for educational purposes within a professional context, it is crucial that the level of detail is both clinically accurate and visually compelling. Therefore, the animator shou...

I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Servic...versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capab...

I need an expert React developer to work on my healthcare website project. As your primary task, you'll be responsible for both designing the front-end of the site and setting up the back-end database. It is critical that you have: - A strong grasp of React and database management - Prior experience with similar projects - Ability to implement requested features and functionalities, which are: - User registration and login - An appointment booking system - Navigation to the nearest pathology center - An AI ML tool for generating smart reports with graphical representation Make sure your application demonstrates your experience and expertise. Also note that while I do have a website design in mind, I’m looking forward to ...

I'm looking to create a radio-based educational project aimed at an adult audience. The primary means of conveying the...create a radio-based educational project aimed at an adult audience. The primary means of conveying the educational information will be through written guides. Ideal Candidate: - Proficiency in radio broadcasting and production. - Experience in educational content creation. - Understanding of adult learning and effective communication. The project entails creating engaging and informative radio content that is tailored to an adult audience. The content will primarily consist of well-crafted written guides, designed to educate and inform. It is crucial that the content is clear, concise and delivered in...

I'm looking for a skilled developer to c...a Microsoft SharePoint web application that focuses on business intelligence. Key Requirements: - The primary goal of this web application is to provide real-time reports. - The design should be user-friendly and efficient, with a focus on data visualization. Ideal Skills: - Proficient in Microsoft SharePoint with experience in building business intelligence solutions. - Knowledge of real-time reporting tools and techniques. - UI/UX design experience to create an intuitive and visually appealing interface. - Strong problem-solving and communication skills to understand the project requirements. Please provide examples of similar projects you've worked on or your expertise ...

I am in need of a specialist to handle the migration of our current Learning Management System (LMS), Cornerstone, to another organization's Cornerstone LMS platform. Your responsibilities will include: - Transferring all current user accounts - Transferring all existing course materials - Migrating assessments and quizzes Ideal Skills: - Proficient in both Cornerstone LMS platforms - Completed similar migrations in the past - Knowledge of LMS user management, course design, and quiz/assessment setup - Attention to detail ensuring no data loss during transfer This migration project requires a nuanced understanding of the Cornerstone LMS, an eye for detail, and confidence in both data handling and transferring to mi...

I need a professional designer who can use artificial intelligence to enhance a photo for a YouTube thumbnail. Key Requirements: - Implement AI to enhance the image for a visually appealing result. - No specific design style requested, but a blend of 'Blue and Black' in the photo is preferred. - The image should convey a mood that is appropriate for a YouTube thumbnail. Ideal Skills and Experience: - Proficiency in photo editing software and AI tools. - Ability to create visually appealing and engaging designs. - Understanding of YouTube design principles would be a plus.

...such as registration, login, and password recovery. You can use Firebase Authentication or other authentication services. User Profiles: Allow users to create and edit their profiles. Include features like uploading profile pictures, adding bio information, and setting preferences. Matching Algorithm: Develop a matching algorithm to suggest potential matches based on user preferences, location, interests, etc. You may consider using machine learning algorithms or predefined rules. Geolocation: Integrate geolocation services to find and display nearby users. This feature is crucial for matching users based on location. Swipe Gestures: Implement swipe gestures for users to indicate interest or pass on potential matches. This feature is central to ...

I'm looking for an expert in cybersecurity and deep learning who can assist me in writing my thesis. The project will involve conducting research on the intersection of these fields, which will require a strong academic writing background. Ideal candidate's skills and experience should include: - Proficiency in cybersecurity and deep learning - Strong academic research and writing skills - Ability to synthesize complex information - Experience in writing technical reports, research papers etc. The final output I expect is a comprehensive thesis that showcases a deep understanding of both cybersecurity and deep learning.

I'm in need of a skilled accountant for a series of tasks, including general bookkeeping, tax preparation, and financial statement analysis. Key Responsibilities: - Meticulously manage general bookkeeping, ensuring all transactions and financial records are accurately recorded. - Proficiently prepare tax returns on time, making sure all deductions and exemptions are rightfully claimed. - Conduct a detailed financial statement analysis, extracting insights on our performance and helping to guide our future financial strategies. I currently use Tally prime ERP as my accounting software. So, experience with this tool is a plus, although not essential as long as you're adaptable to learning new platforms efficiently. You'll be worki...

...user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. 4. Knowledge of music theory and composition is a plus. 5. Experience with voice synthesis technologies such as WaveNet, Tacotron, or similar frameworks. 6. Familiarity with data augmentation libraries such as SpecAugment or Audiomentations. 7. Ability to work with datasets and experience with data preprocessing libraries like Librosa or SciPy. 8. Experience with model optimization t...