Train工作

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MESSAGE ME IF INTERESTED. Objective: This is not a project. It's one feature for: The training code right now uses DDP (distributed data parallel) to train the model. What is this github repo anyways? It's text generation using diffusion (essentially), as opposed to auto regressive models like ChatGPT. Anyways, I want to use FSDP (fully sharded data parallel) instead so a decent model can be trained on consumer gpus. NOTE: this WILL require owning or renting 2 graphic cards minimum to debug since FSDP is a distributed process. Also, for the feature to work, the training should: 1. The loss to reduce normally like it already does when training with DDP (it should NOT diverge to infinity or be unstable) 2. All evaluation

I'm in need of an in-depth, engaging 2000-word article that explores how long it takes to train a dog at home. The content must be insightful, and inclusive, providing useful information for beginners, seasoned dog owners, and trainers alike. Specifically, the article should encapsulate: - Basic obedience training - House training - Commands and tricks The completion time for this project is a firm 3-4 days from when the job is accepted. So, a commitment to hit this deadline is essential. The budget is set at $80. To be successful, you'd ideally have strong writing skills, experience in creating pet-related content, and a proven ability to meet strict deadlines. Your ability to provide informative, engaging content for a variety of readers, from beginners to trained prof...

In this project, I'll require a skilled coder to train a BERT model for categorizing questions into Bloom's Taxonomy on custom datasets I have. Also need to compare results by training same model using LSTM with Wiki Word Embeddings. These categories aren't traditional ones, instead, they are based on Bloom's Taxonomy. More specifically, the machine learning model should be able to sort topics into the following categories: - Remembering - Understanding - Application - Analysis - Evaluation - Creation The ideal candidate for this project has significant experience with BERT and text classification tasks, and an understanding of Bloom's Taxonomy. Having a background in education and pedagogy would be a plus, but is not necessary. Nonetheless, it's esse...

I am seeking a professional that lives in Australia, Mel/Syd, with good knowledge in Ariba to help train several of our staff in the basics. Responses to my questions will focus primarily on: - Ariba basic processes to help navigate - How to correctly submit invoices and find their status - Reporting and analytics in Ariba purchasing Ideally, you have experience in detailed purchase analysis, real-time reporting, and Invoice creation in Ariba. I'm looking to enhance my proficiency in these areas, aiming for improvement in efficiency, speed, and user interface. Please have a solid understanding of Ariba's user interface and ease of use, as well as a proven track record in teaching or training. Your ability to simplistically convey complex information will be hig...

I'm seeking a talented professional to create AI generated explainer videos, specifically designed for corporate employees in the health industry - gyms. This project will involve: - Understanding the nuances and intricacies of gym routines and training programs. - Using this understanding, develop captivating, clear, and concise explainer videos intended to educate and train corporate employees on these various aspects. Ideal skills include: * Experience in content creation for education and training purposes. * Proven track record in creating engaging explainer videos. * Knowledge about the health and fitness industry, especially gyms. * Proficiency in AI technologies used in video generation. * Exceptional communication skills to succinctly articulate complex gym training...

B...give the same input to our model which forms a branch. Then output of our model/branch is concatenated with a layer from found model. So we just extend the found model by adding our model to it. When you connect our model to found model make sure that you do it correctly without errors. 3) Train again the models on their original datasets which previously were trained from their original paper. We should compare the results of original model and modified model. In notebook do the following: 3.1) Train each modified model from step 2 on their original dataset 3.2) Collect all their results in similar format as original model's paper Payment: Only after project was completed 100% and delivered on time. You agree not to be paid for partial/incomplete project or if d...

...facilities, military barracks, research labs, and defensive structures will be available for construction. Resource Management: Players must efficiently manage their resources to support their kingdom's growth and military endeavors. Different regions within the game world will offer unique types of resources, encouraging trade and strategic expansion. Military Conquest: Players can recruit and train various types of military units, each with unique strengths and weaknesses. Military units can be used for attacking other players' kingdoms, defending against incoming attacks, or raiding resource-rich locations. Diplomacy and Alliances: Players can form alliances with other players to establish diplomatic relations, trade resources, and coordinate military strategies. ...

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Molnvädersgatan 418 35 Göteborg, Sweden. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

I'm in need of a Microsoft...may search keywords and it return records that match from within a notes or subcategory field. I anticipate the database would have user-friendly interface with simple navigation. Ideal candidates should have significant experience in Microsoft Access database design, knowledge in CRM or similar databases, and strong attention to detail and accuracy. Your role will be to design the database and train myself on how to input additional data since contacts and sources are fluid. I have provided a very rough template with most of the requirements included to give a better idea about what I am looking for. The provided vendor/contact information can be utilized to get the database functional, I will be responsible for inputting the remainder of the data...

I urgently require professional assistance with Tally Prime. Specifically, I'm seeking intermediate to advanced training and support to master the following functiona...support to master the following functionalities: - Importing Bank Statements & undertaking Reconciliation - Undertaking GSTR Import and Reconciliation - Importing Vouchers from XLS Files This project has a tight deadline and I expect completion of the training within a week. The right freelancer for this job must have a comprehensive understanding of Tally Prime and possess the capability to train and provide support on an advanced level. You should also have a strong track record in similar projects and be ready to start immediately. Please confirm your availability and readiness to meet the outlined time...

...designer to create a black locomotive train logo for my company. The logo will be used primarily on our website but needs to be versatile enough for possible future use in other mediums. COMPANY NAME: OLD 99 CNX Key Requirements: - Incorporate the name of my company into the classic style locomotive logo - Ensure the logo is web-optimized for our company website - Maintain a professional, clean classic aesthetic Ideal Skills & Experience: - Logo design experience, particularly within the classic style - Proven ability in black and white design - Knowledge of web design best practices for logo optimization - Extensive portfolio of past logo design, ideally with similar classic/transportation theme designs. Please show me 3 different styles of the train and I...

...their property taxes Look for contacts at various buyer companies Create maillists and send bulk emails (Mailchimp) Website updating Listen and respond to phone messages Social media posting Scraping names/emails from Facebook groups Data Entry Update CRM Creating letters / emails Technical Skills: Highly efficient with Google Docs, all Microsoft Office Applications, Zoom. We will train on real-estate-specific tools. === Real Estate-Specific Tasks=== Property research: Comparables of similar properties Propstream: Search for Properties Listed Below Market Cold calling Responding to SMS Sending SMS Pulling property tax information Pulling foreclosure and tax lien information   20 to 40 Hours each week for long-term role with a company investing in real es...

I urgently require professional assistance with Tally Prime. Specifically, I'm seeking intermediate to advanced training and support to master the following functiona...support to master the following functionalities: - Importing Bank Statements & undertaking Reconciliation - Undertaking GSTR Import and Reconciliation - Importing Vouchers from XLS Files This project has a tight deadline and I expect completion of the training within a week. The right freelancer for this job must have a comprehensive understanding of Tally Prime and possess the capability to train and provide support on an advanced level. You should also have a strong track record in similar projects and be ready to start immediately. Please confirm your availability and readiness to meet the outlined time...

...collecting, processing, and transforming data to train AI models. ● Perform data preprocessing and feature engineering to extract meaningful insights from structured and unstructured data. ● Develop and implement NLP techniques for tasks like text cleaning, tokenization, and vectorization of resumes and job descriptions. ● Pre-process text data for use in machine learning models for job recommendation and resume analysis / matching. ● Ensure compatibility between NLP processing and model needs. ● Utilize machine learning libraries and frameworks such as TensorFlow, PyTorch, and scikit-learn to train and evaluate AI models. ● Experiment with different deep learning architectures and techniques to improve model performance and accuracy. ● Train, evaluate, and optimize...

Project information: * Purpose of project: This project aims to gather high-quality data of audio recordings, to train an AI model for voice recognition, also known as Automatic Speech Recognition (ASR). * Process: Participants will make recordings using a computer, mobile device, or a good-quality microphone through a tool/platform provided by the client. It is essential to adhere strictly to the provided instructions. * Volume: 3 hours. * Target languages/dialects/variants and country/region: See some examples in the table below: Individual Language Name-Country Algerian Arabic-Algeria Algerian Saharan Arabic-Algeria Eastern Egyptian Bedawi Arabic -Egypt Egyptian Arabic-Egypt Libyan Arabic-Egypt Saidi Arabic-Egypt Ta'izzi-Adeni Arabic-Yemen Ideal candida...

I need a talented marketing individual with strong connections within the IT software industry. This individual will play a crucial role i...furthering the growth and success of our company. Ideal Candidate: - Extensive network within the IT software industry - Proven experience in social media and email marketing - Outstanding networking abilities - Skilled at securing contract sales with enterprise-level companies By connecting us with the right clients, you will play a significant part in helping us fulfill our mission: to train people and facilitate their placement in appropriate roles. The ultimate goal is to realize and surpass our sales objectives. This role is integral to our team, and we look forward to welcoming a candidate who is as driven and dedicated to success ...

...content/information from various websites. Key Responsibilities: - Apply effective data mining techniques to extract names, emails, job titles of email contacts - The key source of the data will be done via manual data mining techniques -The training will be provided by me Essential Skills: - Proficiency in data mining and manual web scraping. - Solid experience in handling monotonous work - Easy to train and understand my method of content/data extraction from a multitude of websites. - Attention to detail to accurately extract the desired information based on my training. Necesito urgentemente un minero de datos capacitado y eficiente para extraer información/contenido de artículos y de diferentes paginas web. Responsabilidades clave: - Aplicar téc...

...details (name, age, gender). Using AI, you create a beautiful attractive white girl, age around 20-24, and then you will create many AI generated images of this same person. Start with 10 and send them to me. I will then approve the job. I will select the freelancer who will send me the best AI-generated person and 10 photos. Then we will start a big project. Key Requirements: - Develop and train an AI solution capable of creating dynamic, high-quality human images. - The images should be of high resolution, suitable for print use. - The system should also generate corresponding basic personal information (name, age, gender) for each image. Ideal Candidate: - Experience in AI-based image generation. - Familiarity with generating synthetic biographical data. - Proven track re...

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Qatar, Doha. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Molnvädersgatan 418 35 Göteborg, Sweden. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

...features in a Mercedes-Benz car to predict the time it takes to pass testing. Optimal algorithms will contribute to faster testing, resulting in lower carbon dioxide emissions without reducing Mercedes-Benz’s standards. Following actions should be performed: If for any column(s), the variance is equal to zero, then you need to remove those variable(s). Check for null and unique values for test and train sets. Apply label encoder. Perform dimensionality reduction. Predict your test_df values using XGBoost....

I'm looking for an Oracle Flexcube expert, particularly skilled in customization and training. The project will foc...- **Report Customization**: The aim is to improve data visualization and streamline report generation. Knowledge in creating bespoke reports from Oracle Flexcube is essential. - **User Interface Customization**: We need our interface to be more user-friendly and intuitive. Your experience in making this happen will be highly valued. - **Training**: After the customization, I'll need you to train our team to continue using and maintaining the system. The ideal candidate will have strong Oracle Flexcube customization skills and the ability to translate technical nuances into everyday language for the training. Previous work samples and references will be...

We are looking for a Senior Python Developer min 5 years of experience in Python for our Team who can help us build adequate server-side applications. The Candidate is responsible for contributing remarkably to the complete process of software development. You must be able to train the new recruits and other team members. To make a product that holds the potential clients, you should understand their needs clearly. Ideally, you must have an insight into back-end technologies and build high-quality products with an aim to achieve the company’s goals.

...GPT builder platform. This model should be tailored for creativity and efficiency in generating content related to real estate appraisal. The primary goal is to enhance our real estate appraisal processes with advanced AI-generated insights and recommendations. note: (( i have some PDF files that may need to data Extraction from PDF Files and convert it to CSV or JSON to utilized to create and train the AI model, ensuring it understands and applies industry-specific evaluation criteria accurately... see the attach ). *Project Requirements:* - Proven experience in AI and machine learning, especially with GPT model development. - Expertise in data extraction from PDF files, with the ability to accurately capture and convert text into usable data for AI training. - Ability to wor...

...Understand the potentials of this urban land and propose the most beneficial uses. - Ideal Candidate: You should have extensive experience in researching and analysing possible land use options. In-depth knowledge in urban environmental implications and guidelines is a plus. - Use Archistar to identify sites - Use Rp Data to identify owners - Under stand new opportunites within 800 meters of a train station in high sale rate areas - - Contact owners with an offer to purchase under option - Execute option agreements that i have prepared over these properties I'm looking forward for innovative yet pragmatic proposals that align with current urban land use regulations and sustainability practices

I'm looking for a machine learning expert to not only develop a supervised learning model project but also guide me through the process for learning purposes. In this project, I want to make a 3D model talk and do actions according to audio input. First, I want to track the movement data from a given video and train a model that will generate these movement data according to the data. We can store the data in an animation file , and then I want to use data to make animation in a 3D model. The skills required for this job include: strong grasp of supervised machine learning models ability to communicate complex concepts in a simple manner ability to design and execute a machine learning project from scratch In your application, please include the following: Your past work

We're in the market for a chatbot expert to guide us to the right chatbot solution for our website and help us implement it. Here's what we're looking for: • Chatbot Recommendations: We ...like for it to filter requests to specific emails and capture leads. • Request Routing: We want the chatbot to filter and direct requests to specific emails based on certain criteria or questions. Ideal Skills: • Proficiency in using and integrating various chatbot platforms • Experience in programming chatbot responses and functionalities • Familiarity with Wordpress integrations • Ability to train others on how to manage and fine-tune chatbot behavior. With your expertise, we're hoping to make our website even more responsive and user-friend...

...element of playfulness is also appreciated, but I want it to have an intimidating and comic touch too. Colors can be a combination of Red, Blue, Black or other Electric color patterns - I'm very open, so feel free to experiment. I have several elements in mind progressing from the idea of our team name: - A Train engine is significant. - You can add a Lightning bolt, baseball and train tracks - these would relate well with the team. - Possibly incorporate an old wooden bridge or train, but remember these elements are not mandatory. Ideal skills include: - Graphic design - Logo design - Creative thinking Also, having experience with sports team logo design could be beneficial. It could be an advantage if you can come up with two different ideas, keeping the...

We are looking for hotel management and reception specialist who can train our student and give them main idea about this field

I'm in need of a proficient AI and machine learning developer with a strong background in Python and federated learning. The objective is to write code ,train and test a dataset for the detection of plant diseases including fungal, bacterial and viral infections, utilizing Dynamic-Fusion-Based Federated Learning. Key responsibilities will include: - Developing an algorithm for classifying plant diseases through dynamic fusion-based federated learning. - Prioritizing the classification of fungal, bacterial, and viral diseases. - Ensuring accurate disease detection through advanced machine learning strategies. The timeline for this project is within a week, so I need someone who can dedicate a good amount of time to this project in the immediate future. Essential skills and e...

...from the internet or marketplaces like CodeCanyon. The application will consist of 3 user levels: user, admin, superadmin. It will consist of a landing page, create AI tools (Text and Images), subscription plan, payment using Stripe/PayPal, admin panel where admin can add new template/bots, admin dashboard, multilingual support, chat with AI and will allow to create persona & trained AI, so can train the AI data like docs, links and text. The application should be 100% dynamic. Ask for detailed requirements documentation and demo video **Required Expertise:** - Proficiency in web development - Familiarity with SaaS platforms - Ability to work with diverse technology stacks - Familiar with ChatGPT & OpenAI **Application Requirements:** Interested candidates should in...

...goal is to enhance our real estate appraisal processes with advanced AI-generated insights and recommendations. 2. *Data Extraction from PDF Files:* A significant part of training this AI model involves extracting text from various PDF documents. These documents contain critical standards and regulations for accredited real estate appraisal. The extracted text will be utilized to create and train the AI model, ensuring it understands and applies industry-specific evaluation criteria accurately. *Project Requirements:* - Proven experience in AI and machine learning, especially with GPT model development. - Expertise in data extraction from PDF files, with the ability to accurately capture and convert text into usable data for AI training. - Ability to work closely with ou...

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Molnvädersgatan 418 35 Göteborg, Sweden. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Qatar, Doha. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

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...and offline. Objectives: Development of a ChatGPT-like Interface: The platform must have an intuitive and functional user interface, similar to ChatGPT, allowing for textual interactions and requests for analyses or codes. Data Integration and Analysis: Implement algorithms capable of reading, formatting, and analyzing data from different sources and formats (HTML, PDF, DOC, TXT, XLM, CSV) to train the AI models. Continuous Learning Capability: The system must allow for the continuous inclusion of new data to the existing database, automatically updating and improving the AI models. Development of a Local API: Create a local API that allows access to the platform's functionalities in a programmatic way. Support for Multiple AIs: The ability to integrate different AI models...

I require an experienced freelancer to create 2 interactive city map with detailed street names and points of interest. On this map, specific areas will be marked, including but not limited to airports, train stations, restaurants, and hotels. Essential functionalities needed: - Route directions: Users should be able to get directions from one point to another. - Locations and distances: The map must show the distance from one point to another. Ideal skills and experience: - Proficiency in geographic information systems (GIS) - Experience in map design and creation - Understanding of web-design to create an interactive user experience - Attention to detail to provide accurate street names, landmarks, and points of interest. This map should serve as a comprehensive guide to navig...

...temperature, precipitation, humidity, wind speed, atmospheric pressure, and more. Data Processing and Analysis: Weather data should be processed and prepared for analysis. Attention should be paid to data cleaning, normalization, and the possible enrichment of data with additional variables that may improve the accuracy of the model. Model Development with TensorFlow: Use TensorFlow to create and train a weather forecasting model. The model should be able to predict various weather aspects for the next 26 days, based on available historical and current data. Model Evaluation and Optimization: The model should be thoroughly tested and optimized for forecast accuracy. Cross-validation should be performed, and model parameters should be adjusted to achieve the best possible resul...

Need Tesseract OCR expert,who can train tesseract for new language. I want to read Hindi image file I'm currently in need of a Tesseract OCR expert proficient in Windows environments. Your primary task will be to develop an OCR software from scratch. Key Responsibilities: - Build a Tesseract OCR system capable of processing printed documents with high accuracy. Ideal Experience and Skills: - Extensive knowledge and experience in Tesseract OCR, preferably on Windows. - Proven track record in building OCR software. - Experience in processing printed documents would be a major plus. - Detail-oriented and committed to achieving high-quality results. While the focus is on processing printed documents, the system you develop should be versatile and scalable for future enhanceme...

As a part of my ongoing business, I am seeking an expert in Tesseract OCR who can train the system to accurately read and interpret Hindi text from image files. This specialised task is geared towards: • Extracting text from Hindi images for forward analysis. • The preferred candidates should have proven experience with Tesseract OCR, particularly handling non-English languages. • Knowledge of the Hindi language, script and its typographic nuances will be highly beneficial. The final output must be: • Delivered in a PDF format to enable easy referencing and data manipulation. Your ability to handle similar tasks in the past with deft and accuracy will be a significant advantage in this project. I look forward to collaborating with someone who understands and...

As a part of my ongoing business, I am seeking an expert in Tesseract OCR who can train the system to accurately read and interpret Hindi text from image files. This specialised task is geared towards: • Extracting text from Hindi images for forward analysis. • The preferred candidates should have proven experience with Tesseract OCR, particularly handling non-English languages. • Knowledge of the Hindi language, script and its typographic nuances will be highly beneficial. The final output must be: • Delivered in a PDF format to enable easy referencing and data manipulation. Your ability to handle similar tasks in the past with deft and accuracy will be a significant advantage in this project. I look forward to collaborating with someone who understands and...

I'm seeking an accomplished freelancer with in-depth expertise in training Tesseract OCR to work on a series of Hindi language PDF documents. These PDF files have been created by a machine and maintain a consistent document layout. The successful freelancer will: - Have extensive experience with Tesseract OCR and its capabilities - Understand how to train Tesseract OCR for a new language, specifically Hindi in this case - Have expertise in working with machine-generated PDF files - Have skills in structuring OCR to handle consistent document layouts Your bid should reflect your understanding and experience in these areas. Proficient Hindi language skills are a bonus.

This project involves utilizing Tesseract OCR to read JPEG's pdf images in Hindi language. I need a specialist who can successfully train Tesseract for Hindi. The major expectation is a high level of accuracy with a target of above 90%. This will require skills and understanding in OCR techniques specifically with Tesseract. Ideal Skills: - Tesseract-OCR training experience - Familiarity with JPEG file formats - Proficiency in OCR for different languages preferably Hindi The freelancers interested in this project should showcase their past work relevant to the OCR in their bid. This is a chance for you to demonstrate your proficiency and experience in this field. This will also provide me with an opportunity to see your practical skills in action. High accuracy assistance ...

I require a proficient software developer to craft a virtual pet software. ...require a proficient software developer to craft a virtual pet software. This should be engaging, allowing users to care for and interact with their virtual pets directly on their computers. The software should feature: - A variety of animated pets (dogs, cats, birds). Preferably, these animations should be a combination of 2D and 3D. - An interactive interface that lets users feed, play, and train their pets, as well as other realistic animations replicating human actions. The ideal candidate would be versed in: - Software development, specifically in relation to game or virtual pet software - Sufficient knowledge of 2D and 3D animation - Understanding of user engagement tactics to create an immersive e...

...obtain high-resolution, more detailed images from lower-resolution image using the method Image Super-Resolution via Iterative Refinement (SR3). Model to be Trained on DeepLesion dataset and also apply intensity scaling if required to get a proper image. Key Responsibilities: - Code the process of converting low-resolution images to high-resolution images utilizing SR3 in a Python notebook. - Train this model using PyTorch on the DeepLesion dataset. We won't focus on any specific subset of images - we want to include all available images in the training process. - If necessary, implement intensity scaling to ensure the highest quality image output. Skills and Experience Required: - Proficiency with Python programming - Experience with PyTorch and image processing and GPU -...

You need to select a subset of data with 100-150 Company related facts from Knowledgenet. Use Facts triplet with these relations (DATE_FOUNDED (ORG–DATE), HEADQUARTERS (ORG–LOC), SUBSIDIARY_OF (ORG–ORG), FOUNDED_BY (ORG–PER), CEO (ORG–PER) for creating the knowledge base. Reference Dataset Links: (DATE_FOUNDED (ORG–DATE), HEADQUARTERS (ORG–LOC), SUBSIDIARY_OF (ORG–ORG), FOUNDED_BY (ORG–PER), CEO (ORG–PER) for creating the knowledge base. Reference Dataset Links: use inside the dataset as your source of data. Deliverables: * Complete code that can run on Google Colab * Report of the process which you have followed to build & train * Report 15 - sample conversation with a chatbot

I need to model a system based on 6 coupled partial differential equations (PDEs). I hope to use a physics-informed neural network to model this system. Or you may use physics-constrained machine learning (embedding neural network into the PDE system to approximate some mathematical terms in the PDE system) to model the system. If possible, please use the "deepXDE" package based on Pytorch backend to build the PINN. The PINN should be built, trained, and tested. The PINN should reach a satisfactory prediction based on the test set. I'll give you the training data and more details later on.

...model. This can range from a basic sequence-to-sequence model to more complex architectures like Transformer-based models. Consider factors such as model size, computational efficiency, and the specific requirements of your summarization task. With your model architecture defined, the next step is Training the Model. Utilize deep learning frameworks like TensorFlow or PyTorch to implement and train your model on the preprocessed dataset. This stage requires access to computational resources, preferably GPUs, to facilitate faster training. Experiment with different hyperparameters and training strategies to optimize the model's performance. Once your model is trained, it's essential to Evaluate its performance. Utilize standard metrics such as ROUGE to assess the quali...

I'm looking for a chef consultant with a strong background in kitchen management who is familiar with Panjabi Indian cuisine. Key challenges faced are: 1. Inventory management: We are currently struggling with effectively managing our inventory, thereby needing strategies to improve efficiency and reduce wastage. 2. Staff training and development: It's important to continuously train and develop our kitchen team to guarantee consistent culinary excellence. The Consultant should be experienced in staff education programs. 3. Workflow optimization: We have an issue with seamless kitchen operation and would need help improving our processes to boost productivity and service delivery. Recognized culinary qualifications and prior experience in Panjabi Indian restaurants a...