Machine learning mastery with r pdf jobs

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 these areas.

...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 that's nowhere else to be found. (399...

...photographer with interest in interior design photography for my portfolio. I'm looking for someone that has their own aesthetic and shine at what they do, their way. I want to use the photos for my social media and online portfolio to showcase my completed interior design projects. I would love to establish a consistent style and go with the same photographer for all of my currently finished projects, ongoing and future project. I am not really in love with real estate photography and over exposure style. I love natural light and shadow, I am not afraid of the dark. I also would like a single genuine photo of my clients to use on my review page as part of the package. I have a small budget by projects so this could mean only a few photos, which I totally under...

...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, would be a significant advantage. - Spreadsheet Integration: Proficiency in working with and integrating data from spreadsheets is a key req...

I'm looking for an adept artist who can create an hyper-realistic, detail-oriented oil and dry pigment painting of a human eye reproduction. The painting should exhibit masterful color matching, and a keen sense for fine detail...painting of a human eye reproduction. The painting should exhibit masterful color matching, and a keen sense for fine details. The painting should fall under the medium size category (1:1 ratio- exact replication) Ideal skills and experience: • Mastery in oil and dry pigment mediums • Strong experience in realistic portraiture • Exceptional eye for colour matching and fine details • Experience in creating medium-sized artwork The goal is to capture the vividness and exactness of a human eye. If you possess these skills, I'd l...

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 Platform, SQL Server, iOS, Android, and Microsoft technologies. - Prior experience...

I need a visual representation of the system architec...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 context of machine learning or deep learning projec...

Hi Hassan R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

I am seeking a new T-shirt design for our company. Please refer to the attached files for our current shirts. I particularly favor the black shirts with blue text. However, I am not fond of the blue shirts with black text. I am open to fresh ideas. The design should maintain a professional appearance without being flashy. I am interested in options for both blue and black shirts. Kindly review the attached files for inspiration. We are an HVAC contractor. Please look at attached files. Kindly refer to the attached PDF examples for inspiration. Need a blue and black shrit design

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 ingredients can be ad...

...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 understanding of employee satisfaction and fair work distribution would be advantageous. ...

...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 that's nowhere else to be found. (399...

I'm looking for a skilled Microsoft Office professional who can create informative intermediate-level tutorials for me. These should cover Excel, Word, Outlook, Microsoft Teams, One Note, and PDF Xchange. I am seeking someone who can: - Explain the basics functions and features of each application - Demonstrate specific task executions within each application - Breakdown troubleshooting and problem-solving methods Ideal candidates will have significant experience with each software and the ability to convey complex information in an easy-to-follow manner. Please apply if you are confident in producing high-quality, in-depth Microsoft Office tutorials.

I need a proficient freelancer who can help me analyze my application logs to detect any potential security breaches. Key Requirements: - The primary task is to ...proficient freelancer who can help me analyze my application logs to detect any potential security breaches. Key Requirements: - The primary task is to identify any signs of security breaches within the IOS logs. - I prefer to receive the analysis report in a PDF format. Ideal Skills and Experience: - Expertise in log analysis, particularly with application logs, is a must. - A solid background in IT security and experience with identifying security threats in log data. - Ability to present the findings in a clear and understandable manner in a PDF report. Your work will be pivotal in ensuring ...

The work consists of a guitar transcription of the following video . Respecting the key and all fingerings the same as the video. It will be delivered the tuxguitar file and the tablature in pdf.

...Teaching Materials. - Building effective relationships with students and parents. - Designing a Learning Improvement Strategy to enhance students' performance. Key Requirements: - Experienced in tutoring in Math, Science, and English. - Proficient in teaching middle school (6-8) and high school (9-12) students. - Strong communication and relationship-building skills. - Able to develop engaging teaching materials. - Familiarity with online teaching tools and platforms. Skills required: - Strong subject knowledge in math, science, English, etc. - Excellent communication and interpersonal skills - Ability to adapt teaching style - Patience and empathy - Previous tutoring experience Your responsibilities will include creating an engaging learning environ...

I 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 prove that you understand

...can quickly adjust and manipulate a PDF file. Key Requirements: - Object Removal: The file needs to have specific objects removed professionally while maintaining image quality. - Object Manipulation: Additionally, I require some objects within the PDF to be edited or manipulated as per my instructions. Ideal Candidate: - Proficient with Photoshop: A strong track record of similar work in Photoshop is essential. - Attention to Detail: The ability to seamlessly remove and manipulate objects without impacting the overall quality of the image is crucial. - Time Management: The urgency of this project means the candidate should be able to work efficiently without compromising on the quality of the edits. Please note that the final file format should be PDF. I...

...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 also be beneficial, given the nature of my project. For Machine Learning, an in-...

I'm in need of a creative and talented book cover designer for my non-fiction book in the realm of spiritual motivation with an Islamic touch. The chosen freelancer needs to create an energizing book cover for paperback that prompts potential readers to take action. Understanding of motivational themes and experience with non-fiction book cover designs would be a huge plus. The colour combination that i am thinking about is navy blue background with golden supernova explosion if it fits but not mandatory. Key Requirements: - Understand and portray an energizing mood in the design. - Experience in designing non-fiction book covers, preferably in the spiritual, motivational genre. - Ability to communicate effectively and frequently about project progress. Skills...

Hello, Hello - PLEASE READ CONTEST DETAILS before you work on a logo and submit it. I have a client that owns a small business painting company that wants a new logo. It will be a horizontal logo with a mascot on the left and company name (ADG Painting Services) on the right on two lines. The mascot and 2 lines of text should be the same height. The logo should be 3 times wider than tall. For example, a 3000 dpi wide x 1000 tall is the right ratio. The client wants the two main colors to be royal blue and fire engine red, with orange and/or green to accent the logo. As this logo will be used digitally, print, and embroidery, the client wants a maximum of 4-5 colors. Embroidered logos get changed if too many colors are used. My client does not currently have a mas...

...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": "6e4eddf4d6671c37537bb5d1c9623353b62e8531", "title": [ "Duality Theorems for Finite Structures ( Characte...

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 due to running w...

I'm in need of a professional who can assist in reading a CT scan and delivering a comprehensive written report in PDF format. The primary task includes: - Reading the CT scan primarily focusing on digestive organs and colon - Spotting any abnormalities that may show in the scan - Providing measurements of relevant structures in the report Ideally, the freelancer should be a health professional with significant experience in radiology, specifically in tumor detection, bone fracture detection, and organ segmentation. Familiarity with medical coding will be a plus. This requires an ability to deliver high-quality, accurate work under tight deadlines. Health professionals with proven experience in CT scan reading or radiology experts are preferred. Please pr...

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

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I am in urgent need of a R language expert who can help me analyze and model a small-sized dataset (less than 1GB) comprising of numerical data. Here's what I need: - Detailed Data Analysis: You will be required to scrutinize and interpret my dataset, aiming to gather meaningful insights. - Proficient Statistical Modeling: The project relies on creating accurate and effective statistical models. You should be able to apply advanced statistical techniques to model the data using the R language. Ideal skills: - Proficient experience in R language programming - Well-versed in data analysis and generating insights from numerical data - Certified expertise in statistical modeling - Excellent problem-solving abilities - Attention to detail Your thorough understanding...

...based on type on the Invoice listing page in Laravel. 25. Disable automatic PDF creation when viewing data; display data in HTML view instead in Laravel. 26. Develop a calculator for estimating materials, ensuring compatibility with the old CRM and website in Laravel. 26a. Update the Enquiry database to save enquiries from the website Estimate Calculator form in Laravel. 27. Work on integrating a map to visualize data in Laravel. 28. Implement CRUD functionality for Email Templates in Laravel. 29. Allow selection of email templates within the current module and associate specific module items with them in Laravel. 30. Integrate SMTP for email sending in Laravel. 31. Enable editing of email templates and sending emails with edited images attached in Laravel. 3...

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.

...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 'Colorful and vibrant'. This is important as it would be used by students, and a visually engaging design can enhance...

...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 entries based on additional uploaded information, like amortization schedules, is needed. User Interface: - A user-friendly and intuitive interface is essential for this project. The system should be easy to understand and navigate for users with di...

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 due to running w...

Project Job Description: 1) You will help me reach out to recruiters, hiring managers and talent acquistions regarding particular positions 2) Help manage applications 3) Filter job search and apply- (will share details when we speak and if hired) 4) More details will be shared in messaging and a call we will have weekly 5) weekly checkins regarding search and any questions 6) set up interviews for me via my Calendly 2 hrs weekly*

I'm in need of a skilled FlutterFlow developer to create a web application that can generate PDF reports from documents stored in Firestore. Key Requirements: - Platform: FlutterFlow inside an already existing app. - PDF Customization: The reports need to have a moderate level of customization with specific layouts. - Generation Frequency: The reports should be generated within the app on-demand by the user. Skills and Experience: - Proficiency in integrating Firestore as a database for document retrieval. - Prior experience in creating PDF generators from specific document layouts. - Understanding of user-triggered, on-demand report generation. - Knowledge of building Custom Functions or Actions within FlutterFlow. - Ability to advise on the best imple...

I am in search of someone well-versed in SEO. I need their expertise particularly in keyword research and analysis, on-page optimization, and link building. The main goal of this project is to improve the ranking of my website on Google's search engine results pages. Ideal Skills & Experience: - Proven track record in SEO - Mastery of effective keyword research and analysis - Demonstrated ability in on-page optimization - Experience in successful link building - Strong understanding of Google's algorithm updates and SEO best practices - Experience in achieving top rankings on Google The ideal candidate will provide a well-thought-out strategy to improve my website's Google ranking, using the skills above, within a reasonable timeline. I look forward to receivi...

I am in...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 learning concepts and their applications. - Familiarity with application development for cod...

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 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 capable of efficiently detecting DDoS attacks in a small-scale network.

I have an STL file with missing surfaces. Unfortunately, I don't know the software used to originally create it, but I'm seeking an expert who can assess and repair the file for 3D Printing purposes. You are welcome to ask for a copy of the STL file. Even zipped, it is too big to attach to this message. Your task will include: - Assessing the condition of the current file - Repairing the missing surfaces - Recommending the best 3D printing technology for the end product I'd prefer someone fluent in AutoCAD, SolidWorks, or Blender, but open to other platforms if that suits my project better. 3D modeling or animation skills, experience in 3D printing technology or virtual reality, and mastery of CAD are all great attributes I am looking for in the success...

I am in need of a creative video editor, experienced with adding captions, animations and background additions, for the purpose of editing a less than one-minute video reel. - Desired Video Length: As per the requirements, the final edited video should be less than 1 minute. - Special Effects: An important part of this project is adding interactive animations to catch the eye of the viewer. Background additions are also a necessity. - Deadline: long term association needed () Ideal Skills: - Dedication to meeting tight deadlines - Mastery of video editing tools/software - Previous experience with animation effects and video editing for short reels Express your creativity and show off your skills! Looking forward to your proposals.

I'm looking to 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 an engaging manner to ensure the message is effectively communicated.

...the first step. Thank you! My Requirements are: -Combine the settings of the programs mentioned (ngPost, Nyuu, NewsUP, SabNZBd) -download functions like the program "sabNZBd" -for Windows (With a proper installation routine and as an .exe file!!) -Python -NNTP (Network News Transfer Protocol) -modern GUI and a nice logo :) -source code, commenting on the source code properly ! -expandable ! -API usage -work with rss feeds -Periodic check if files still complete -option for hidden autostart -The program is supposed to download a certain sort of links like url use with an browser or pdf with an pdf viewer -rar/7zip support -multipar support () -automate posts by scanning folder(s) -auto delete files/folders once posted -full obfuscat...

I am on the lookout for someone who can meticulously design a prototype for a product using CNC machines on plywood. This project requires: - The ability to create a large-sized prototype, exceeding 3 sq ft in size. - Capability to tackle moderate complexity, meaning this prototype will incorporate some intricate details. - Mastery in operating CNC machines on plywood. - Experience in prototype design will be highly beneficial. I value precision and creative problem-solving, and I'm excited to see the ideas you bring to the table.

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 minimize any disruptions. Please feel free to bid if you h...

...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 the user experience in dating apps like Bumble. Chatting Functionality: Enable users to communicate with their matches through messaging features. Implement real-time messaging using Firebase Realtime Database or other similar services. Push Notifications: Implement...

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.

...and allocate an area for APIs • Facebook Pixel: Seamless Facebook Pixel integration • Chrome DB: Critical for vector database functionality • Admin RAG: Either integrate this GitHub RAG or build a comparable solution with the same features, capable of managing hundreds of thousands of PDFs to empower the chatbot's knowledge base • Translation: Create a translation page using ChatGPT 4.5 API for premium members, similar to Google Translate Stage Three: • Search AI: Customize the Perplexica interface to align with our design and integrate it into the existing framework • Upload PDF: Allow premium users to upload up to 15 MB or 2-3 PDFs into chats • System Prompt: Allow system prompt input like Ollama UI does • Admin Panel F...

I'm in need of a skilled Photoshop designer who can handle a variety of tasks while working primarily with PDF files. The project involves: - Photo retouching - Image editing - Graphic design Objectively, your task will be focused on editing a PDF file. The ideal candidate should have: - Extensive experience in Photoshop and PDF file manipulation. - Proven skills in photo retouching, image editing, and graphic design. - The ability to work punctually and meet deadlines. In your proposal, please share a brief summary of your experience and include examples of your previous Photoshop work focused on PDF editing.

...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 working with 1-3 years of financial data. Thus, I need someone with a solid track record in this area. Your attention to detail and ability to spot trends and irregularities will be key in this role. Ideal Skills and Experience: - Prior experience in general bookkeeping, tax preparation, and financial statement analysis. - Proficiency with accounting software, preferably Tally prime ERP. - A proven track record of handling 1-3 years of financial data....

...cutting-edge project that combines music generation with voice cloning to create songs sing by virtual persons. We want our app to have the following features. - Create unique music based on user input information (speed, type, length...). - Create music based on the voice provided by the user - Change the voice of music provided by the user to the voice provided by the 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 composi...