Nlp computational linguistics jobs

I am looking for a talented developer to create a chatbot for my ecommerce business on WhatsApp. The main purpose of the chatbot will be to hand...ability to generate and send invoices to customers. - Additionally, I am open to suggestions and innovative ideas to enhance the functionality and user experience of the chatbot. Ideal Skills and Experience: - Strong experience in developing chatbots, particularly on the WhatsApp platform. - Proficiency in programming languages like Python and JavaScript. - Knowledge of natural language processing (NLP) and machine learning algorithms. - Familiarity with ecommerce platforms and payment gateways. - Ability to work collaboratively and effectively communicate with our team to understand our specific requirements and deliver a customized sol...

NLP Project - Text Classification Goals: - The specific goal of this NLP project is to perform text classification. Dataset: - The client already has a specific dataset in mind for the project. Programming Language: - The preferred programming language for this project is Python. Ideal Skills and Experience: - Strong proficiency in natural language processing (NLP) techniques and algorithms. - Experience in text classification tasks using Python. - Familiarity with relevant libraries and frameworks such as NLTK, scikit-learn, and TensorFlow. - Ability to preprocess and clean the text data for effective classification. - Knowledge of different feature extraction techniques for text classification. - Experience in evaluating and fine-tuning classification models. - S...

I am looking for a freelancer to assist me in collecting natural conversations in British English. Specific requirements for the project include: - Collecting conversations that revolve around specific topics, which will be provided to the freelancer. -...Proficiency in British English, with a strong understanding of natural conversation patterns and speech. - Familiarity with linguistic research methodologies and data analysis techniques. - Attention to detail and ability to accurately transcribe and document conversations. - Strong organizational skills to manage and categorize collected conversations based on topics. If you have a background in linguistics and are interested in contributing to language research through data analysis of natural conversations, please submit your...

...ma-faker - - Unlike these existing tools, this software will not statically code and thus limit itself to individual basic field types and require significant configuration for non-basic field types. How we overcome this limit is the crux of what makes this software different. Perhaps NLP string or vector comparisons can be used to select the correct generator function from the field name with only unmatched requests using an LLM. LangChain seems like a quite attractive pattern and tech for this. *Code Standards* Code will be written in strict TypeScript with strong typing and be compatible with Bun, Deno, and NodeJS. Code will be "Clean" and robust. OOP patterns are to be avoided

...Microsoft-centric integration solution between ChatGPT-4 and Microsoft Dynamics CRM. 2. Comprehensive documentation on system setup, operation, and maintenance. 3. A guide for CRM admins to customize AI prompts and configurations. Skills Required: • Expertise in Microsoft Azure AI Services and Dynamics CRM. • Proficiency in Microsoft Power Apps and Power Automate for automation. • Knowledge in AI and NLP, especially OpenAI's ChatGPT-4. • Understanding of Microsoft’s security and compliance frameworks. Timeframe and Budget: • Developer to provide an estimate based on project scope and complexity, using Microsoft technologies. Evaluation Criteria: • Ability to meet technical requirements with Microsoft tools. • Experience with similar i...

Our company needs someone who is a native speaker of Spanish to help me translate a Columbian government issued IDs from Spanish to English. Applicants should be professionals in accounting or law, or possess a degree in linguistics and must be able to provide their certifications as well as their current profession as well as sign a legal statement that the translation matches the original.

I am looking for an experienced freelancer with expertise in Natural Language Processing (NLP) and machine learning to help me with a text classification project. I have my own database, and I want to leverage LamaIndex for text embeddings, combined with fine-tuning a Hugging Face pre-trained model for accurate classification. Requirements: Extract relevant text data from my database for classification. Utilize LamaIndex for generating text embeddings. Fine-tune a pre-trained Hugging Face model for text classification. Integrate LamaIndex API for seamless embeddings. Evaluate the model's performance on a test dataset. Skills Needed: NLP Machine Learning Python API Integration Timeline: I expect the project to be completed within [Your Timeline]. Attachments: I will ...

I am looking for an experienced freelancer with expertise in Natural Language Processing (NLP) and machine learning to help me with a text classification project. I have my own database, and I want to leverage LamaIndex for text embeddings, combined with fine-tuning a Hugging Face pre-trained model for accurate classification. Requirements: Extract relevant text data from my database for classification. Utilize LamaIndex for generating text embeddings. Fine-tune a pre-trained Hugging Face model for text classification. Integrate LamaIndex API for seamless embeddings. Evaluate the model's performance on a test dataset. Skills Needed: NLP Machine Learning Python API Integration Timeline: I expect the project to be completed within [Your Timeline]. Attachments: I will ...

We are work...datasets and extracting meaningful insights. Proficiency in programming languages and tools relevant to data scraping and manipulation (e.g., Python, R, SQL, BeautifulSoup, Selenium). Expertise in data analysis and visualization tools (e.g., Tableau, Power BI, D3.js) to present insights in a clear and impactful manner. Familiarity with machine learning techniques and natural language processing (NLP) is a plus, particularly in the context of sentiment analysis and text classification. Excellent communication skills, both verbal and written, with the ability to articulate complex technical concepts to non-technical stakeholders. A proactive learner, staying abreast of the latest trends and technologies in social media analytics, data science, and online community m...

We are looking for an AI Engineer for the development of GF experience GPT chatbot with a good ability for memory. Should work on our website. A bot should be highly interactive and intelligent with sophisticated conversational capabilities. Implement NLP techniques to ensure realistic and engaging dialogues. Utilize NLP libraries such as NLTK or spaCy. Objective: Develop a virtual girlfriend AI bot with specific functionalities and characteristics. Key Features and Requirements: Affordability: The AI bot should be cost-effective, not requiring exorbitant expenses. Interactive Communication: The ability to engage in spoken conversations with users. Context-Aware Responses: The bot should provide relevant responses, aligning with the topic of discussion (e.g., responding abo...

Project Title: Advanced Chatbot Development with Python Description: We are seeking a talented and experienced Python developer to create a cutting-edge chatbot for our business. The ideal candidate should have a strong background in natural language processing (NLP) and be capable of developing a sophisticated and user-friendly chatbot from scratch. Key Requirements: Language: Proficiency in Python is a must. Chatbot Development: Proven experience in developing chatbots with a focus on user

This is an hybrid gig in Bangalore, India. Freelancers who are ready to dedicate at least 2 hours dai...project. The trainer/ Mentor should be confident to train the interns (freshers) on the following technologies. - Python - AI - Machine Learning - Deep Learning - NLP - Chap GPT, Google bard and other AI tools Ideal skills and experience for this job include: - Strong 6+ years of expertise in Python, AI, Machine Learning, Deep Learning, and NLP - Proven experience in conducting advanced level training programs - Excellent communication and presentation skills - Ability to provide hands-on practical examples and exercises - Familiarity with the latest industry trends and best practices in Python, AI, Machine Learning, and NLP - Must be ready to conduct technical in...

AI Chatbot for Website - Inform...text-based and capable of sharing information with website visitors. - It should be able to provide relevant information and answer queries efficiently. - The chatbot should be designed to engage users and provide a seamless user experience. - The ideal candidate should have experience in developing chatbots for websites and be familiar with AI technologies. - Knowledge of Natural Language Processing (NLP) and machine learning algorithms is preferred. - Experience in integrating chatbots with websites is a plus. - Knowledge of image and PDF integration into chatbot responses is required. If you have the skills and experience to develop an AI chatbot for information distribution on our website, please submit your proposal. We look forward to hearing...

Hello, I am looking for an experienced freelancer with background ML, NLP and OpenAI API to extract key information from a large text documents.

Project Title: Tensorflow model optimisation Description: I am looking for a freel...Natural Language Processing. The main goal of this project is to increase the accuracy of the model. Skills and Experience: - Strong expertise in Tensorflow and Natural Language Processing - Proven track record in model optimisation - Experience in improving model accuracy - Familiarity with techniques and algorithms for NLP model optimisation - Ability to fine-tune and fine-tune hyperparameters to enhance model performance - Knowledge of advanced deep learning techniques for NLP tasks Hardware Requirements: The model will be deployed on a high-end server, so experience with working on such hardware is essential. If you have the skills and experience required for this project, please subm...

We are looking for a machine learning researcher with expertise in training the Llama 2 Large Language Model (LLM) using custom Hugging Face datasets. The specialist should have a deep understanding and experience in using PyTorch to speed up inference on Llama 2. Focus of the project: - The project is open-ended, allowing for creativity and innovatio...findings and recommendations daily. If you are an expert machine learning researcher with a specialization in reinforcement learning and have a knack for tackling open-ended projects, this opportunity is for you. Apply now and let's work together to push the boundaries of machine learning research. Key URLs:

I am seeking a skilled researcher to conduct an analysis of L2 writing in English. The main purpose of this analysis is to identify common features in L2 writings with different L1 backgrounds. The preferred method of analysis is quantitative. Skills and Experience: - Solid knowledge of Rstudio -Knows the right indices - Strong background in linguistics and second language acquisition - Experience in analyzing written texts and identifying common features - Familiarity with different L1 backgrounds and their influence on L2 writing - Proficiency in qualitative research methods - Attention to detail and ability to accurately analyze and interpret data

NLP project with EDA and analysis.

We are looking for some Generative A...and visualisation any idea using tool how much conversion would be perfect 99%, 95%, 90% or what ? I have a plan of this project like below. 1. Data Source Identification - Use some way to identify and replicate data sources in Power BI. - Apply code generation for data modeling. 2. Formula Conversion - Leverage NLP for Tableau formula identification. - Develop a mapping system and use code generation to translate formulas to Power BI DAX. 3. Visualization Conversion - Utilize NLP to recognize Tableau visualizations. - Develop mappings and use code generation to recreate Power BI visuals and layout. 4. Testing and Validation - Employ automated scripts to validate data models, formulas, and visualizations. - Compare Power BI results with...

We are looking for some Generative AI e...and visualisation any idea using tool how much conversion would be perfect 99%, 95%, 90% or what ? I have a plan of this project like below. 1. Data Source Identification - Use some way to identify and replicate data sources in Power BI. - Apply code generation for data modeling. 2. Formula Conversion - Leverage NLP for SAP BO formula identification. - Develop a mapping system and use code generation to translate formulas to Power BI DAX. 3. Visualization Conversion - Utilize NLP to recognize SAP BO visualizations. - Develop mappings and use code generation to recreate Power BI visuals and layout. 4. Testing and Validation - Employ automated scripts to validate data models, formulas, and visualizations. - Compare Power BI results wit...

We are looking for some Generative AI exp...Formulas and visualisation any idea using tool how much conversion would be perfect 99%, 95%, 90% or what ? I have a plan of this project like below. 1. Data Source Identification - Use some way to identify and replicate data sources in UI Path - Apply code generation for data modeling. 2. Formula Conversion - Leverage NLP for UI Path formula identification. - Develop a mapping system and use code generation to translate formulas to Power Automate 3. Object Conversion - Utilize NLP to recognize UI Path Objects. - Develop mappings and use code generation to recreate Power Automate objects and flows 4. Testing and Validation - Employ automated scripts to validate data models, formulas, and Flows. - Compare UI Path workflows to Power ...

We are looking for some Generativ...and visualisation any idea using tool how much conversion would be perfect 99%, 95%, 90% or what ? I have a plan of this project like below. 1. Data Source Identification - Use some way to identify and replicate data sources in Power BI. - Apply code generation for data modeling. 2. Formula Conversion - Leverage NLP for Qlikview formula identification. - Develop a mapping system and use code generation to translate formulas to Power BI DAX. 3. Visualization Conversion - Utilize NLP to recognize Qlikview visualizations. - Develop mappings and use code generation to recreate Power BI visuals and layout. 4. Testing and Validation - Employ automated scripts to validate data models, formulas, and visualizations. - Compare Power BI results with ...

I am looking for a linguistics researcher to write a research paper on the topic of phonetics. The paper should be of a length between 10-20 pages and should adhere to a specific theory/methodology that I have in mind. Skills and Experience: - Strong background in linguistics, specifically in the area of phonetics - Knowledge of different theories and methodologies in linguistic research - Ability to conduct in-depth literature review and analysis - Proficiency in academic writing and formatting - Familiarity with SSCI journal publication requirements is a plus

I am looking for a skilled developer to create a quiz webapp that utilizes machine learning and NLP AI to generate multiple choice questions. It will have a freemium subscription model and incentive /gamification features to encourage engagement. I am an assistant head teacher with over 10 years experience in educational leadership positions. Although I am happy to pay a one off price for the project or alternatively, I would prefer to enter a business arrangement with you whereby we form a partnership and share profits made. This is likely to be more profitable for you. Subject/Topic: - The quiz will be targetted towards students studying A levels (age 16-18). I have found a specific niche within the education market that has yet to be exploited and is very lucrative. I will be ...

Project Title: Learn Industrial Experience CFD on Complete Thermal Management I am seeking a freelancer who can assist me in learning industrial experience Computational Fluid Dynamics (CFD) with a specific focus on complete thermal management. Skills and Experience Needed: - Strong knowledge and experience in CFD, specifically in the area of thermal management - Intermediate level of knowledge in CFD - Familiarity with theoretical aspects and practical applications of CFD - Understanding of fluid mechanics and turbulence modeling - Ability to teach and explain complex concepts in a clear and concise manner Project Details: - The project involves learning industrial experience CFD techniques and strategies for complete thermal management of solar inverter which includes IGBT mod...

...based on market conditions, and dynamically adapting to changing market volatility. Execution of Trades: Use AI to automatically execute buy or sell orders based on the signals generated by the algorithm. This can be done on various cryptocurrency exchanges through API integrations. Market Sentiment Analysis: Incorporate sentiment analysis using natural language processing (NLP) to gauge the overall sentiment in the market. Social media, news articles, and forums can be analyzed to understand market sentiment. Portfolio Optimization: Utilize AI to optimize your cryptocurrency portfolio. This involves dynamically adjusting the composition of your portfolio based on market conditions and the performance of different assets. Continuous Lea...

...project. I need translations from English to Spanish and I'm needing them done within a week. I have already established the language I need the translation from and to, which is English to Spanish. This project is essentially time sensitive and needs to be done within the requested deadline, which is a week. I am looking for a professional translator who is fluent in both English and Spanish linguistics and has a wide-range of knowledge in the various aspects of translations. The type of translation needed requires grammatical accuracy and perfect syntax in Spanish. It is required that the translator has a great eye for detail to make sure the translations accurately depict the original intent of the work. I would need someone who can go beyond just a literal translation ...

Overview: BrandBandMT, Inc. (BBMT) - recognized by the Washington Post as a Top Workplace - is seeking a Full Stack Developer with focus on Artificial Intelligence/Machine Learning/NLP to help Tantus build solutions for our customers that enable them to extract value from their data. **This position allows 100% remote work. ** What You'll Do: Modify and maintain core processing software written in Python and deployed in AWS (Amazon Web Services) Update and maintain and AWS environment and related configurations. Design, build, and/or deliver AI/ML/NLP models and components that solve real-world business problems, while working in collaboration with development team. Solve complex problems by writing and testing application code, developing and validating models, and au...

...me with my NLP project, specifically in sentiment analysis and API Skills and experience needed: - Proficiency in natural language processing techniques - Experience in sentiment analysis algorithms and models - Strong knowledge of machine learning and text mining - Familiarity with NLP libraries and frameworks such as NLTK, spaCy, or TensorFlow Project requirements: - The project requires analyzing a dataset (provided by me) and performing sentiment analysis on the text data. - The freelancer should be able to develop and train a sentiment analysis model using appropriate algorithms and techniques. - The project needs to be completed within a week, so the freelancer should be able to work efficiently and meet the deadline. If you have the necessary skills and experien...

... laying the groundwork for future funding and valuation. Project Specifications: Frontend Development: Swift for iOS (immediate priority), React Native for Android (subsequent phase). Backend Development: Python or Java for backend services including user authentication, content management, and responsive notifications. AI Integration: Implementation of AI services (e.g., OpenAI, Google Cloud NLP) for content summarization, with Python handling backend AI processing. User Experience: Align app design with PolitiSphere's brand personality - Purposeful, Informed, Inclusive, Engaging, Empowering. Cross-Platform Functionality: Aim for code reusability across iOS and Android, with potential future adaptation into a web application. Responsibilities: Develop the iOS applicati...

In this project you are going to play the role of forensics expert to analyze the natural language text. NLP NLP forensic systems convert samples of human language into more formal representations such as parse trees or first-order logic structures that are easier for forensic programs to process. You may read about NLP Forensics from this article: In this direction, I want you to use Clojure to develop primitives that help in making criminal profiling which helps crime investigators to record the characteristics of criminals. You may look into a very simple example in Python on the following link: @krishvictor/fighting-crime-with-text-analytics-2bcbaf7ff6c4 However, I would like you to use any text that

Need resource who has exp on below JD and match with the budget Technologies Machine Learning (ML), Natural Language Processing (NLP) Experience- 5 to 8 Years Work Nature- Remote Duration- 3 months JD Responsibilities: • Develop and integrate LLMs and transformers into our NLP framework. • Apply langchain and llmaindex techniques to enhance NLP capabilities. • Implement prompt engineering to improve model performance. • Train and fine-tune machine learning models. • Collaborate with the software development team on NLP projects. • Stay updated with advancements in NLP and machine learning. Requirements: • 3-4 years of NLP development experience. • Strong knowledge of LLMs, transformers, langchain, llmaindex,...

...background in app development for both iOS and Android, with proficiency in coding languages such as Java, Swift, or other languages suitable for these platforms. Natural Language Analysis (NLP): Familiarity with natural language processing, specifically Hugging Face NLP, is highly desirable. The application will incorporate elements of NLP for enhanced interactivity and realistic dialogue within medical scenarios. Collaboration on Language Analysis: The developer will work closely with the project team to implement and refine natural language analysis components. Experience and insights into leveraging NLP for a more immersive user experience are crucial. Initial Application Skeleton: The selected developer will be responsible for creating the initial fra...

Computational Modelling in the Humanities and Social Sciences The House of Commons SPARQL endpoint () provides access to structured data about Members of Parliament (MPs) and questions that have been asked in the House of Commons. Use this data together with data from Wikidata (where necessary) to answer the following questions, presenting your findings in the form of a report of up to 3000 words, based on data about questions asked by MPs between 1 January 2023 and 30 September 2023 inclusive: Q1. To what extent do Members of Parliament (MPs) tend to ask questions that directly reference their own constituency or a location in it? You should answer this question by identifying named entities that refer to places or identifiable geographical features (e.g.

I am looking for a programmer who is skilled in Python to help me with a project. I require both specific task completion and ongoing support. While there is a deadline for this project, it is flexible. Ideal Skills and Experience: - Proficient in Python programming language - Experience in scripting - Experience in NLP - Experience in Database Structure, Query, and Optimization - Experience in generating custom reports based on NLP queries - Ability to work on a specific task as well as provide ongoing support - Flexible with deadlines

We are seeking an experienced AI and Natural Language Processing (NLP) Developer to lead the development of an innovative application designed to provide specific answers from a 3000-page book. This project involves building a robust, user-friendly app capable of accurately parsing, understanding, and extracting information from extensive text data.

. Seek a seasoned developer with prowess in natural language processing (NLP) and machine learning (ML) to fine-tune a LLM for a specific niche. Deep NLP and ML Expertise: Demonstrate a comprehensive grasp of NLP and ML concepts, with a proven track record of success in fine-tuning LLM models for various domains. Python Proficiency: Command the Python programming language, wielding its capabilities to implement fine-tuning strategies and optimize model performance. Dataset is ready and will be provided. Regards

I am in need of an advanced Tableau expert who can assist me with advanced calculations and scripting. This is a one-time project with an immediate timeline of within a week. Must be able to write script for NLP calculation, image attached. Calculation will need to be cumulative. Image is attached. Skills and Experience Required: - Extensive experience with Tableau and expert-level knowledge of calculations and scripting - Ability to create interactive dashboards and visualizations - Strong understanding of data blending and integration - Excellent problem-solving skills and attention to detail - Ability to work under tight deadlines and deliver high-quality results - Strong communication skills to effectively collaborate with the team and understand project requirements.

Hello, I am looking for an expert to help with a Computational Fluid Dynamics (CFD) simulation for educational purposes. The simulation requires fluid flow analysis with some specific boundary conditions and parameters already in place, although there may be need for guidance in determining others. The ideal candidate would be highly experienced in CFD simulations and should be able to offer expertise and advice. Anyone interested in taking on this project should have a strong background in the scientific principles involved and be able to explain the details of their approach. Successful candidates should also have an understanding of how this simulation relates to its educational purpose. I look forward to receiving proposals from the Freelancer community.

Hello, I am looking for an expert to help with a Computational Fluid Dynamics (CFD) simulation for educational purposes. The simulation requires fluid flow analysis with some specific boundary conditions and parameters already in place, although there may be need for guidance in determining others. The ideal candidate would be highly experienced in CFD simulations and should be able to offer expertise and advice. Anyone interested in taking on this project should have a strong background in the scientific principles involved and be able to explain the details of their approach. Successful candidates should also have an understanding of how this simulation relates to its educational purpose. I look forward to receiving proposals from the Freelancer community.

assignment 1-Identify a potential topic of your selection in Applied Linguistics; mainly in the field of English language teaching. 2- Write a clear statement of the problem for your selected topic. 3- Develop a theoretical framework for the theme or issue you selected. 4- Describe research methodology that you plan to follow for data collection

I am looking for a freelancer who has experience in performing fluid flow analysis using ANSYS Fluent. The specific analysis that needs to be performed is for gas flow. Skills and Experience: - Proficiency in ANSYS Fluent and experience in conducting fluid flow simulations - Knowledge of gas flow behavior and its impact on the system being analyzed - Understanding of computational fluid dynamics (CFD) principles and techniques - Ability to set up and define the specific conditions and parameters for the simulation, including the geometry, boundary conditions, and initial conditions - Experience in analyzing and interpreting the results of the simulation, including velocity and pressure distributions, turbulence characteristics, and any other relevant parameters The project involv...

I am looking for a fre...experience in developing prototypes or small applications. The ideal candidate should have a strong understanding of NLP techniques and algorithms. Knowledge of machine learning and computer vision would be a plus. The project involves analyzing and processing text data to extract meaningful information. The goal is to develop a functional application that can perform various NLP tasks such as sentiment analysis and text classification. The freelancer should have experience in working with NLP libraries and frameworks such as NLTK, spaCy, or flax and jax. Attention to detail and the ability to work independently are important for this project. If you have previous experience in NLP and are interested in working on a small-scale prototyp...

I am looking for a Python developer with experience in Natural Language Processing (NLP) to assist with a text summarization project. The project involves summarizing a large volume of text, consisting of more than 10 pages. Desired Length of Summarized Text: - The summarized text should be long, consisting of 5-6 sentences. Summarization Algorithm: - I am open to suggestions regarding the choice of summarization algorithm. If you have a specific algorithm in mind, please feel free to recommend it. Ideal Skills and Experience: - Proficiency in Python and experience with NLP libraries such as NLTK or SpaCy. - Familiarity with different summarization algorithms and techniques. - Strong understanding of text processing and feature extraction. - Ability to handle large volume...

API Development for AI Project Skills and Experience: - Proficiency in Python programming language - Strong knowledge and experience in Natural Language Processing (NLP) technology - Experience developing APIs with an intermediate level of complexity Project Description: We are seeking a skilled developer to assist us in API development for our AI project. The project involves working with Natural Language Processing technology to create an API that interacts with various data sources and performs advanced language analysis tasks. Responsibilities: - Develop and implement the API using Python programming language - Integrate the API with the AI project, focusing on Natural Language Processing capabilities - Ensure the API has an intermediate level of complexity, allowing for adv...

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I am looking for an experienced NLP specialist to help with a project. The main goal of the project is aspect based sentiment analysis, and it will involve using aspect based sentiment analysis on hospital reviews using BERT method. I require a highly accurate result for this project and so I am looking for someone with a wealth of experience in this field who can provide superior results with precision. The person chosen for this project must be able to demonstrate their abilities and show how they will reach the desired outcomes in a timely manner. If you think that you have the knowledge and experience necessary to complete this project, please do not hesitate to submit your proposal.

I am looking for a freelancer who can assist me with a Video2Text project using Natural Language Processing (NLP). The desired outcome of the project is to extract key insights from video content. Key Requirements: - Experience in NLP and video analysis - Proficiency in transcription and extracting insights from video content - Strong understanding of NLP tools and methods Deliverables: The key insights should be delivered in plain text format. Additional Information: I am open to suggestions regarding the NLP tool or method to be used for this project. I would like the freelancer to have the expertise to decide on the most suitable approach. Please provide examples of similar projects you have worked on in your proposal.

...psychotherapy is both a cause and a consequence of a lack of consensus on what, exactly, it is we treat. Each therapy has its own definition of the problems it is designed to address, which tends to retard efforts to bridge between orientations and “brands” of therapy. Today, knowledge of the brain as a computational organ shaped by evolution for adaptation has advanced to the point where it is possible to identify psychotherapy’s targets as products of the mind, defined as the computational function of the brain. In this article, we propose the phrase, “entrenched maladaptive patterns” to describe that pathology, manifested as a broad range of real world problems amenable to diverse schools of therapy. Seeking common features of entrenched ma...

...model pruning and quantization techniques to reduce the computational cost and size of models while maintaining acceptable performance levels. On-device Data Processing: Task List: Design data preprocessing pipelines that can efficiently handle and transform raw user data (like browsing history and app usage) into a feature set that the model can interpret. Create algorithms for on-device keyword extraction from text data, leveraging lightweight NLP methods. This might involve the use of pre-trained embeddings that can be fine-tuned locally. Explore the use of databases and storage methods that are efficient and have a small disk footprint for maintaining user profiles locally. Resource Management: Task List: Profile the computational resources required for traini...