List steps jigsaw facilitate cooperative learning activityεργασίες

Έχω φτιάξει ένα μοντέλο deep learning με transfer learning για sound event prediction. Έχω θέμα με το να το ενσωματώσω στο raspberry και να μου βγάζει προβλέψεις κάθε δευτερόλεπτο.

...κάθε άτομο θα απαντά την ερώτηση διαφορετικά, οπότε στο τελικό βίντεο θα προβάλλεται ένα compilation των απαντήσεων για κάθε ερώτηση. -διάρκεια βίντεο: ιδανικά 1μιση-2 λεπτά -...

This is a business registration form. I have the main site on drupal 7. i want to design and create a web form with two steps. After creation of web form i want to input the registration data on three sites: 1) on my drupal 7 site (database) 2) on my Yetiforce crm (like vtiger) on module Leads 3) MailChimp Οι οδηγίες κατασκευής υπάρχουν μόνο στην ελληνική γλώσσα.

Hello, We had started creating a website through PrestaShop and we were in the final steps before our website went online but after uploading a payment module there was a problem with payments ... That is, as soon as the customer goes to chooses a payment method, no method is displayed and this message is displayed: unfortunately there is no payment method available. I tried to reset the payment modules and the payments temporarily reappeared on the payment page but as soon as I change Payments -> Preferences -> Country Restrictions to match the payment method to the country I want, this problem is created again... Γεια σας, Είχαμε ξεκινήσει την &d...

Θα ήθελα τη δημιουργία λογοτύπου για κέντρο διά βίου μάθησης με το όνομα Lifeacademy. Το website είναι υπό κατασκευή αυτή τη στιγμή Το νόημα του ονόματος είναι το lifelong learning. Όλα τα σε&...

I need to hire someone for a project regarding online marketing and promotion of eLearning courses that are hosted in a Learning Management System. Ενδιαφέρομαι για την προσληψη ενός συεργάτη προκειμένου να αναλάβει ένα project που αφορά το online marketing and promotion eLearning μαθημάτων που υπάρχουν σε μια online &p...

...στο χώρο της εφοδιαστικής αλυσίδας. Θέλουμε να διερευνήσουμε αν μπορείτε να αναπτύξετε για εμάς ένα software για τη διαχείριση των αποθεμάτων. Ουσιαστικά το projec...

Χρειάζομαι βοήθεια για μετάφραση online περιεχομένου στα Αγγλικά. Τα links που θέλω είναι: Προτιμώ κάποιον που να γνωρίζει άριστα Ελληνικά και Αγγλικά. Για να αποδε&...

1. Κατεβάστε 5 σύνολα δεδομένων clustering από το UCI machine learning repository (). Για καθένα από αυτά: a. Τρέξτε τον αλγόριθμο k-means με διαφορετικό αριθμό clusters, περιλαμβανόμενου και του σωστού τους πλήθ&o...

Need to fix some bugs in a program made in Access 2003. The major bug is the absence of proper connections in some fields (need discussion) and after fixing this the fine tuning of the workstations in a network environment that consists of around 20 or more users. Access is split to front/back but I n...and after fixing this the fine tuning of the workstations in a network environment that consists of around 20 or more users. Access is split to front/back but I need the opinion of the programmer if sql is more safe/quick. I have installed sql on win server Program should need more improvements but this will be discussed, in a new project, with the chosen coder after testing the above basic steps I have to point out that I do not release any milestone until the coder do s...

κάνω μια εφαρμογή όπου έχω μια λίστα με κείμενο και εικόνα που αντλουνται από το web μέσο json και θέλω αυτά τα δεδομένα μαζί με την εικόνα να εμφανίζονται σε ένα detail activity.τα εμ&ph...

...(Homeowners) (not published from Real Estate professionals) from the Real estate portals ( e.g and ), and then input all of them is an application where the user will be able to manage. That is, the Ads” text should be "break down" in columns eg Type: Apartment, Area: Kolonaki, sqm: 200, Bedrooms: 3 etc and also offers a tracking to User. That means to record a call activity, to check if the phone is already registered, if the Homeowner has given an assignment to User etc.. Also is important for the user to be able to filter the listings by region, type of property etc....

Σχεδιασμός λογοτύπου για τεχνική εταιρεία. Πεδίο δραστηριότητας δημόσια και ιδιωτικά έργα. Δυνατότητα για περαιτέρω συνεργασία. Logo Design for a new Greek Construction Company. Field of activity: public and private works. Possibility for further cooperatio...

I am seeking a skilled architect or architectural firm to design an office building. This building will be intended for housing an office space. Key Requirements: - The building is envisioned to be a 1 story structure, with a modern and professional appeal. - The design should include amenities such as conference rooms and break rooms to facilitate business activities. - Notably, there should be a designated area for the main office space, ensuring a productive work environment. Ideal skills would include: - Previous experience in designing office buildings or similar commercial spaces. - Proficiency in creating architectural plans that are both functional and aesthetically pleasing. - A keen eye for detail and ability to incorporate specific amenities as requested. Your proposal...

...different room types on the Revenue Target page. Room types are Private Room, Shared Room, Shared Medicaid. Employees Page, Column A -I want to select employee job type from a dropdown menu for each employee. There are 22 employees, and the Employee job types are: Caregiver Med Tech, Caregiver Non-Cert., Kitchen Chef, Kitchen Staff, Nurse, Bookkeeper, Administrator, Director, Admin Assistant, Activity Director, Maintenance Worker, Driver. Also, I would like 4 blank rows at the bottom where I can add new employees if needed. Shifts Page, Column A Row 14 -Change Shift Types to match Employee Job Types above. -Add 10 blank rows where new shifts can be added. Schedule Page Column A -each row under A7 "Staff" should have a dropdown menu where Employee Job type can b...

As I venture into a data science project, I'm seeking an experienced Stata user who has a st...Stata user who has a strong understanding of databasing and spreadsheets. No specific task was defined, hence your role could range from data cleaning and preprocessing, data analysis and visualization to building machine learning models. Deep knowledge in handling structured data and working with databases and spreadsheets is essential in this project. Ideal Skills and Experience: - Strong Stata programming and data handling skills - Experience in data preprocessing and cleaning - Familiarity with data analysis and visualization techniques - Knowledge in machine learning model development is a plus - Previous experience working with structured data sets and databases would...

I am in need of a seasoned Wikipedia editor to create a comprehensive and engaging personal biography page for me, Daria Illy. I need help with publishing the page as well. I would like some references on the articles to be there and it's very important for me to be separated from the ED family and the activity within that job. I would like to refer to my past book and to my roles as a professor and sustainability ambassador and a conferences at a professional level. It is crucial that I am represented as a public person because of what I did not only within the company but also within other projects and especially now my website should represent me and not the IndieCoffee company. Requirements: - The page should be a detailed account of my life and career, with a particul...

I'm seeking two voiceover artists with British accents who can capture the tone and curiosity of pre-teens (6-12 years old). The voiceover work is for an educational content and it's crucial that the tone and pacing are age-appropriate. We want to make learning engaging and accessible. Ideal Skills: - Proven experience in voiceover work, particularly with educational content. - Ability to deliver lines in a British accent. - Understanding of the pre-teens age group audience and ability to capture their attention. - Clear, articulate pronunciation Please include any relevant samples or portfolio examples in your bid. We look forward to collaborating with you.

...proficient in CSS, with a keen eye for detail in visual design. - Experience managing WordPress child themes and working with the Revolution Slider. - Capability to integrate and manage multiple plugins ensuring seamless functionality. - Previous experience with Zoho integrations and contact forms is highly desirable. - Knowledge of SEO best practices is a plus. Expectations: - No on-the-job learning; applicants should be well-versed and experienced in the listed technologies. - Efficient management of time and tasks, with a proactive approach to project handling. - Excellent problem-solving skills and the ability to adapt quickly to new web technologies. Additional Information: - This role requires someone who can handle rapid task variations and deliver high-quality results...

I'm looking for a skilled and experienced course creator who can assist me in developing an online course focused on advanced topics in AI. The course content will need to be well-rounded and engaging, covering all essential aspects of programmi...written materials that provide further insight and practical examples - Creating interactive quizzes to test and reinforce students' understanding Ideal qualifications for this job include: - Proven experience in developing online courses, specifically in the field of programming - Proficiency in creating engaging, high-quality video content - Experience in developing assessments and interactive learning materials - Strong communication skills If you have a passion and expertise to create an engaging advanced course, I'...

...passion for continuous learning keeps you updated with the latest technologies and industry trends, making you a valuable asset to any development team! MAKE SURE YOU'RE COMFORTABLE WITH • This is a remote position. You must be prepared and experienced with working from home and have access to a stable internet connection and quiet place to take calls. • This role is contract based (1099). • All job offers start with a 60-day paid trial to make sure that we’re the right fit for each other. • Working within the EST time zone. • Being available and ready to start working in mid-May 2024. TO APPLY If you're interested, please submit the following: - A link to your resume in PDF format with the following naming convention: [] - List...

I am seeking an experienced programmer for an API integration project between Close CRM and Grafana. Here're more details about the requirements: We can either use a JSON integration directly into Gr...We can either use a JSON integration directly into Grafana or use a 3rd party tool like to fix it. Action Items / Visualisations to create: 1. Have a target for a segment (eg: x% of sales in segment) 2. Map out per rep 3. Need to evaluate Conversion rate for each step 4. Need to evaluate Conversion rate for Total Funnel (Lead to sale) 5. Need to evaluate Conversion rate for some sub steps (eg, Bill to Sale) - enables you to focus the team on key stages 6. In addition to company wide funnel, need to benchmark each BDM on the funnel stages 7. Understand where BDM's are str...

I'm seeking a talented 3D modeling expert to create an accurate design of a boat hull length 17.1563cm...above. - Plan Attached - Sample Photos Attached Ideally, you should have: - Extensive experience in 3D modeling, particularly in creating designs for 3D printing. - The ability to interpret and execute instructions with precision. - Proven reliability and attention to detail. Your application should include a detailed project proposal outlining how you plan to approach this project. Explain the steps you'll take, any challenges you anticipate, and how you plan to overcome them. Keeping in mind that accuracy in staying true to dimensions is critical in this project. A well-thought-out proposal will demonstrate your understanding of the project and your ability to carry...

I require a digital solution for simplifying the onboarding process for my heating a...paperwork, including signatories and checkboxes where necessary. Key features needed: * Sub-contractor Onboarding Paperwork - freelancers should have experience in digitalizing paper forms into an online format, including variety of form fields like checkboxes and digital signatures. * Detailed Project Proposals - freelancers should provide an extensive outline of their approach including all steps from initial planning to execution and maintenance. Ideal candidates should: * Have experience delivering similar projects. * Be capable of completing the task as soon as possible. Your proposal should include a detailed project plan - for review and consideration. Looking to kick off this task im...

...and rental Micro-learning self-care for cosmetic investment protection Associated products Selling Celluma machines (affiliate opportunity) Partnerships & Networking: Establish strategic partnerships with: Cosmetic acupuncturists, estheticians, cosmetic nurses, and cosmetic surgeons to co-market and create joint campaigns. Network with cosmetic nurses and surgeons to promote our services and find opportunities for collaboration. Lead Generation & Referrals: Utilize online platforms and social media to: Generate leads Engage with practitioners Build a referral network Marketing Collateral: Craft sales pitches and educational materials to highlight the benefits of our treatments and products. Promotion: Promote: Our Celluma Light Therapy packages and rental service Micro-...

I'm looking for an experienced web developer to create a classic and elegant parcel tracking website for individual customers. ...elegant parcel tracking website for individual customers. Key Features: - User Registration and Login: The website should allow users to register and login securely. - Package Tracking System: A robust package tracking system is crucial. Users should be able to easily track their parcels. - Online Payment Integration: The website should have a seamless online payment integration system to facilitate transactions. Ideal Skills: - Proficiency in web development - Experience in creating tracking systems - E-commerce and online payment integration expertise Your expertise should help in creating a user-friendly and secure experience for our indivi...

I'm looking for a skilled developer to create a comprehensive stock screener and option calculator. This tool should provide real-time stock data and facilitate in-depth analysis of equities, ETFs, and index options. Key Features: - Real-time Stock Data: The tool should be able to fetch and display real-time stock information for the selected equities, ETFs, and index options by using APIs. - Customizable Filters: I need the ability to set up and save customized filters based on specific criteria such as price, volume, and market cap. - Historical Data Analysis: It is important that the tool can analyze historical data, enabling me to make more informed decisions. Ideal Skills and Experience: - Proficient in working with live stock data APIs. - Strong background in financial...

Dear Designers, I need a creative logo designer to create a unique logo for my website. The logo will have to contain the context: Aienglishteacher This logo will be used for the website (under construction) which page will contain suggestions and ideas on how to apply, and implement artificial intelligence into English language teaching and learning. - The design should be a combination of abstract, vintage and modern styles. - It will be primarily used on my website, print materials and for social media purposes. - I am under a time constraint, so the project needs to be completed as soon as possible. Ideal skills for this project include: - Proficient in graphic design tools such as Adobe Illustrator, Photoshop, etc. - Ability to create unique, versatile

...option using insights from the discussions and ChatGPT's API capabilities. It could foster meaningful debates and provide valuable insights. The idea allows for both private ideation and public discourse. In the case of private submissions, users can submit their ideas confidentially, and the system can evaluate them internally before announcing a winner. For public conversations, the system can facilitate discussions among users, analyze their ideas, and ultimately make decisions based on the collective input and its own analysis, integrating the insights gained from ChatGPT. It offers flexibility for different types of interactions and decision-making processes. Requirements 1: design landing page that explain the concept 2: registration signing Signup 3: create the t...

...have story I have content you need to just make a ai video and I gone post it in YouTube Key Requirements: - The video should be tailored for students, focusing on advanced AI concepts. - Professional and engaging scriptwriting skills to ensure that complex concepts are presented effectively and understandably. - Incorporation of high-quality visuals, animations, and examples to enhance the learning experience. - The final product should align with the educational goals of the channel and be suitable for a student audience. Ideal Skills: - Proficiency in AI and educational content creation. - Strong scriptwriting and storytelling skills. - Proven experience in video editing and production. - Understanding of YouTube content requirements and best practices. Please prov...

...for creating engaging posts that resonate with my target audience. These should be creative, relevant, and portray a professional image. - **Connection Building:** Your ability to establish and maintain connections with other professionals in my industry is key. The aim here is to expand my network and foster valuable connections. - **Monitoring & Reporting:** Regularly monitoring the account's activity and performance metrics is crucial. You'll need to provide me with detailed reports on the engagement levels, connections growth, and any other relevant data. Your daily commitment to creating and scheduling posts is vital. I expect these activities to be consistent, timely, and in line with my professional image. Ultimately, my primary goal for building connection...

I'm in need of a Spark Developer who has a good, intermediate level competence in Scala. Your primary task will include: - Processing and analyzing structured data similar to SQL databases. Given the nature of this project, prior experience with data processing and working with SQL databases would be a huge advantage. While performing machine learning algorithm implementation or real-time data streaming isn't explicitly required, any exposure to these areas would be beneficial.

I am looking to build a website with user account creation and industry-based content publication to social media pages, a content management system (CMS) on WordPress. You can facilitate user account management and content publishing by using plugins like BuddyPress for user account creation and management, plugins like Jetpack or Buffer for social media integration and content scheduling. Some Custom Scripts will be Required Here are the key features of the project: - User account creation: The website will allow for user account creation. - Content Publication: The website should support content publication to social media platforms such as Facebook, Twitter, Instagram, and LinkedIn. - User-Generated Content: A crucial aspect of the website will be enabling users to create a...

I am in need of a highly creative and professional website to serve three key purposes. 1. Display my Artwork: The main feature of the platform should be a gallery where I can showcase my AI generated art and digital illustrations. The website should allow for multiple categories as my work spans more than 7 different themes. 2. Facilitate Online Orders: The site will also be purposed for e-commerce. It should offer smooth online ordering options, with secure online payment methods, shipping selection, and receipt generation. 3. Profile the Artist: Visitors should be able to learn more about me as the artist. A compelling 'About Me' page with my biography, creative process, and inspirations will help to foster a strong connection with potential customers. Freelancers c...

I'm experiencing issues with my Ubuntu desktop. When I try to boot the system, I'm unable to access the desktop. I've tried several troubleshooting steps to fix the issue: - Booting from a live USB - Accessing recovery mode - Running fsck in terminal Despite these efforts, the problem remains unresolved. I can see error messages during the boot process. I am looking for an experienced Ubuntu specialist who can help me restore access to my Ubuntu desktop. The ideal candidate should have a strong background in Linux system administration and be familiar with troubleshooting boot-related issues on Ubuntu. A deep understanding of Ubuntu recovery processes and file system checks would be highly beneficial for this task.

...of machine learning algorithms. The purpose of this guide is to cater to beginners and intermediate level practitioners who have a basic understanding of programming concepts. The ideal candidate for this job would have: - A strong understanding of machine learning algorithms and their practical applications - Experience in creating interactive web platforms - The ability to simplify complex concepts for a beginner audience - Good programming skills, as some technical programming knowledge will be required for creating the interactive elements Key requirements for the interactive web platform include: - Clear, concise explanations of various machine learning algorithms - Interactive elements such as quizzes, exercises, and visual demonstrations to enhanc...

I'm looking for a proficient Python developer who specialises in Machine Learning. The chosen individual will be responsible for the selection and training of models, as well as predictive analysis. The ideal candidate possesses: - Mastery in Python programming. - Extensive understanding of Decision Trees for analysis. - Ability to effectively perform model selection and training. - Proven experience with predictive analysis. Please reference prior similar projects in your application. Serious, dedicated professionals only.

...from exposure at various events, including Saturday Markets, Festivals, Conventions, and our year-round Country Store. Membership Perks: Strategic Location: Conveniently positioned off I-40, our location draws shoppers from Chapel Hill, Durham, Hillsborough, Carrboro, Raleigh, and Cary. Robust Marketing: Regularly scheduled events and classes drive consistent customer traffic to our markets. Cooperative Benefits: Share overhead costs like building space and cashier services for more savings. Flexible Pricing: You set your prices! MINCA retains only a 15% commission. Joining is Easy: One-time Joining Fee: $200 plus a Monthly Fee: $50 (covers staffing costs) The Farm Stand and Saturday Markets are just the beginning at Farmers Village, which will soon include a 30-acre educati...

...in need of a versatile data engineer who can tackle various aspects of data analysis, AI development, and data engineering. - The ideal candidate should be proficient in Python and knowledgeable about Machine Learning algorithms, as these will be crucial to the AI development aspect of the project. - Sound experience in working with structured databases (e.g., MySQL, PostgreSQL) is essential. Introduction: Join our team as a Data Engineer, where you'll have the opportunity to contribute to cutting-edge projects and drive significant advancements in data analysis and machine learning. We are looking for a highly skilled professional who thrives in a dynamic environment and is passionate about transforming large volumes of data into actionable insights. Responsibilit...

...website content is dynamic. Enhancing Existing Website Prioritization: Identify the most critical areas for improvement based on user feedback, business goals, and technical feasibility. Technology Upgrades: Start by updating libraries to their latest versions. Consider migrating to a modern framework (React, Angular, Vue.js) for better performance and maintainability in the long run, but weigh the learning curve and development effort. Performance Optimization: Implement code splitting, lazy loading, caching strategies, and image optimization techniques. Tools like Lighthouse or PageSpeed Insights can help you identify areas for improvement. Accessibility Enhancements: Use semantic HTML, provide alternative text for images, and ensure proper keyboard navigation to cater to user...

...Proficient in HTML/CSS/JavaScript and Python/Django - Experience with React, Machine Learning, and APL Handling is required - Implement effective security protocols - Ensure smooth user experience across various devices and browsers As the primary goal is to design a web application for education purposes, the developer would ideally have prior experience in related projects. The candidate should clearly demonstrate an understanding of both frontend and backend development, as well as the ability to work independently and meet strict deadlines. A portfolio of similar work would be a plus point. We have our college project name crop Recommendation System using ML. We have collected required dataset for machine learning and and it is running to predict crop to farmers we a...

I need a mentor to guide me through the creation of a dropshipping business in the fashion industry. This includes setting up a new online shop from scratch and connecting it to other businesses for advertising and sales. Key Tasks: - Mentoring: I need someone to walk me through the intricacies of launching a dropshippin...dropshipping businesses in the fashion industry. - Proficiency in various e-commerce platforms like Shopify, WooCommerce, and Magento. - Excellent understanding of the online fashion marketplace. - Strong communication and mentoring skills to guide me through the process. - Familiarity with online advertising and sales strategies in the fashion industry. Your ability to guide me through these steps efficiently and effectively will be crucial to the success of m...

I am looking for a professional who is experienced in estate petitions, particularly in assisting with the process of changing a beneficiary on an IRA. Key Requirements: - Experience with estate petitions and probate law - Understanding of IRA beneficiary change process - Excellent legal research and drafting skills I am an attorney representing the estate, facilitating the necessary legal steps to change the beneficiary on the IRA. Your expertise in this area is essential, as the procedure is complex and requires specific legal knowledge to ensure compliance with all relevant laws. This role will involve research, drafting of legal documents, and potentially liaising with financial institutions or other relevant parties. Your ability to navigate this process efficiently and ...

...with a strong background in deep learning. The primary goal of this project is to implement and develop a sophisticated product recommendation system, leveraging deep learning techniques. Key Responsibilities: - Conducting data analysis to identify patterns and insights - Implementing and fine-tuning deep learning models for recommender systems - Working on a product recommendation system Ideal Skills and Experience: - Proven experience as a data scientist, particularly in the field of deep learning - Strong knowledge of recommender systems and their applications - Proficiency in implementing deep learning models for complex tasks In summary, the successful candidate will be responsible for developing a robust product recommendation system using de...

I require a deep learning professional to write a well-researched paper on traffic prediction in seaports. The specific domains need not be confined; I am open to any, including CNN-LSTM, GRU, and RNN, with perhaps an emphasis on utilization to improve efficiency. The final paper should be suitable for publication in a SCOPUS or ABDC journal. I need this task completed within a month. Ideal Skills & Experience: • Expertise in various Deep Learning domains • Proven record in research paper writing • Experience with traffic management or port logistics would be a bonus • Ability to deliver the project within a strict timeframe • Knowledge of SCOPUS and ABDC journal requirements for research articles

...intermediate Spanish grammar rules. The final product is meant to serve as a valuable resource for students studying Spanish. Key requirements and information: - Expert knowledge of Spanish grammar, specifically targeted at intermediate learners. - Ability to distill complex grammar rules into simple, understandable explanations. - Text must be engaging and easy to follow. The goal is to make the learning process as enjoyable as possible for the students. Ideal skills and experience: - Excellent command of both English and Spanish, with a deep understanding of Spanish grammar rules. - Experience in language education, specifically in creating resources for students. - Past work involving educational content creation or academic writing. To submit a successful proposal, pl...

...TensorFlow/PyTorch developer to build a Deep Learning model for brain tumor classification. You should be adept with the following tools and libraries: The primary objective of this project is to create a reliable classification system that can accurately differentiate between brain tumors (types). The project will involve the development of a 3D convolutional neural network (CNN) along with transfer learning that can process the provided MRI images effectively. Key requirements for this project include: - Extensive experience in machine learning, particularly with CNNs - Proficiency with medical image analysis, particularly with MRI images - Previous experience with brain tumor classification is highly desirable - Strong understanding of transfer learning ...

I am seeking an Instagram manager who can assist in niche targeting for my project. Our audience comprises of both males and females, specifically in the age group of 20-34 who are passionate about anime. To successfully help with this project, below are some skills and experiences that would benefit: - Previous experience in Instagram m...skills and experiences that would benefit: - Previous experience in Instagram management - Familiarity with the anime culture - Understanding of youth trends among young adults - Ability to create appealing, anime-themed content - Good grasp of the Instagram algorithm for targeting specific niches Your main role will be to generate engaging content that resonates with our audience, maintain activity, and attract followers within the target de...

I'm looking to create a detailed list in Excel from the website AND filtered by clicking on 'Hardware' under 'Products' which is on the left side in the 'Filter' section. The list should have two columns - the first for the Company Name and the second for the Description available on the website. Key Requirements: - Copy the Company Name into Column 1 and the Description into Column 2 of the Excel sheet. - Description should be directly copied from the provided URL. Ideal Skills and Experience: - Proficient in Excel and web scraping. - Attention to detail to ensure accurate data transfer. - Previous experience with similar projects would be advantageous.

Role Overview: We are working on a project and seeking a highly skilled individual with a strong background in deep learning and computer vision. This role involves developing advanced computer vision models, including CNNs and Vision Transformers, vision-language models, and large language models (LLMs). The ideal candidate will have extensive experience in Python and PyTorch. Skills Required: - Theoretical and practical knowledge of deep learning, specifically CNNs, Vision Transformers, vision-language models, and large language models. - Proven experience in Python programming and frameworks such as PyTorch; familiarity with PyTorch Lightning is preferred. - Demonstrated capability in research. A record of publications in top-tier AI/ML venues is highly desirable.