Bert yanko designJobs

I'm seeking an expert in machine learning and technical writing to assist with my Ph.D. thesis on a text-based multilabel classification model. T...or making a detailed comparison of methodologies. The ideal candidate for this project should have: - Proven experience in text classification, and ideally, multilabel classification. - Strong background in machine learning, with demonstrable experience in creating similar models. - Proficiency in technical writing and academic research. - Familiarity with various text embedding techniques like BERT and TF-IDF. - The ability to make modifications as per my guidance. - Can deliver the project as soon as possible. Please note that the primary need is the writing and documentation around the existing model, so experience in academic ...

I need a Python script to retrain a MobileBERT model for a Named Entity Recognition (NER) task in Tensorflow. The model should be able to detect specific entities in text queries relating to various types of media files. The ideal freelancer for this project would have a solid understanding of Python, machine learning, NLP, and experience with BERT models. Features of the Python Script: - Process text queries obtained from a CSV file (example CSV attached) - Detect entities such as: - Persons - Places - Events (e.g., weddings) - Dates - Number of individuals visible - Media type (Image, Video, Audio, Text) - Detailed type (Interview, Landscape, Close Up, Group, etc.) - Length - Content - Retraining should be based on a provided CSV file containing Sentence, Enti...

I'm urgently looking for a skilled Flutter developer who can expertly integrate a BERT machine learning model into an existing app. The app is functional on both iOS and Android platforms. Here are the key project requirements: - Ability to flawlessly integrate BERT model into my app - Enhance the app with added text classification functionality Your experience should include but not limited to: - Proven history in Flutter development - Past performance of app development for iOS and Android platforms - Experience in adding text classification functionality It would be an added advantage if you have a clear understanding and past experience of implementing machine learning techniques on mobile platforms. Engage with me if you meet these criteria for a rewarding coll...

I'm seeking an expert in Long Language Models (LLM) to develop a model that can detect vulnerabilities using network traffic analysis. Key Requirements: - Experience with Long Language Models (LLM) such as GPT, BERT, etc.. - Previous work and experience in the field of cybersecurity, particularly in vulnerability detection. - Ability to design and implement a model that can accurately identify network traffic patterns associated with vulnerabilities. The successful freelancer should be able to: - Understand the nuances of different LLMs in order to choose the most suitable one for the task at hand. - Develop a robust vulnerability detection model using the chosen LLM. - Demonstrate their experience in cybersecurity and vulnerability detection. Please highlight your ex...

**Project Description:** Title: AI-Based Keyphrase Extraction Using BERT and Unsupervised Embedding Approach **Overview:** This project focuses on developing an AI-based keyphrase extraction system for scientific documents. It aims to address the challenge of extracting keyphrases from longer documents by leveraging advanced NLP techniques. The project utilizes the S20RC dataset and incorporates tools like GROBID for document preprocessing. **Objectives:** 1. Implement a keyphrase extraction system using BERT and unsupervised embedding approaches. 2. Utilize the S20RC dataset for training and evaluation. 3. Evaluate the system's performance using the F1 score metric. 4. Integrate GROBID for structured data extraction from PDF documents. 5. Develop a pi...

I'm on the lookout for a talented Python Developer who boasts skills in data analysis. Key Responsibilities: - Principle task will be focused on data analysis Skills and Expertise: The project is to classify Euphemisms in the given EACL_english_dataset using the BERT model, main task is to probe what has been encoded by a BERT model after it has been fine-tuned to detect euphemisms and need to be documented based on the sample paper use the RoBERTa-large model. - Proficiency in Python - Effective analytical and problem-solving skills - Strong understanding of data analytics Project Timeline: There is no urgency defined for project completion; the project timeframes can be discussed further. Please contact me if you have the necessary experience and are keen to t...

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'...

Thank you for considering my services for training a BERT model on Suricata EVE JSON events. Based on our discussion, we will be focusing on utilizing either DistilBERT or TinyBERT General models for this task. The project involves preprocessing Suricata EVE JSON files to a format suitable for BERT, training the selected model on the preprocessed data, and delivering the trained model. The total project cost for this endeavor is $250, as previously discussed Thank you for entrusting me with this project. I look forward to the opportunity to collaborate and deliver a successful outcome.

...skilled and motivated Generative AI Engineer to join our team and take a lead role in developing Generative AI models for creating innovative marketing campaign materials. The ideal candidate will have expertise in Generative AI techniques, LLMs and AI/ML, with a passion for pushing the boundaries of AI-driven content creation. Responsibilities: Your main responsibilities will include: • Lead the design and architecture of advanced Generative AI large language models, Machine Learning and Deep Learning Models/algorithms to enhance and/or automate existing business products with predictive and intelligent decision-making, content aggregation, and contextualized insights. • Define and implement best practices for building, testing, and deploying scalable AI solutions, wi...

...plan y el uso comercial - Conclusión: ChatGPT es una herramienta revolucionaria que demuestra el potencial de la inteligencia artificial para la comunicación y la interacción humanas. Con su capacidad para mantener conversaciones naturales y adaptarse al contexto, ChatGPT ofrece una experiencia de usuario única y valiosa para una amplia gama de aplicaciones y usuarios. - Alternativas: GPT-3 BERT Transformer...

Full-Stack Team needed for the Design of a Holiday Rental Booking Management System integrating advanced AI features for the French Market. Description: We are looking for a team of experienced developers to scrap and scale Simplifing the tool down to key features while integrating an AI based on PyTorch, TensorFlow, Kubeflow or whatever engine you are familiar with and deem necessary to offer an optimal, forward thinking, scalable user experience. One single language and currency. FRENCH EURO 3/6 month project Milestoned to delivery. Monthly maintenance and upgrades. Basics: - Deeply analyze the features and architecture of the LODGIFY platform - Upholding awareness towards competition's potential patents or intellectual property and adhering to strict business ethics t...

...harnesses the power of BERT (Bidirectional Encoder Representations from Transformers) for the real-time detection and blocking of spoilers in texts displayed on web pages. This extension is intended to enhance the browsing experience by safeguarding users from unwanted spoilers across all types of content, including news, text sports events. **Core Features:** - Utilize the BERT model to accurately detect spoilers within texts on all web pages. - Blur detected spoilers to prevent unwanted exposure while allowing users to interact with the content if they choose. - Capability to block all levels of spoilers, ranging from mild to major ones. **Required Skills and Experience:** - Proficiency in Machine Learning and Natural Language Processing, specifically with experience i...

...dietary preferences. - Disease-specific information and management tips for common conditions. User Interface Requirements: - An intuitive web interface easily navigatable on both desktop and mobile. - Interactive elements for user engagement and data input. - Visually appealing design that encourages continued use. Target Audience: - Aimed primarily at individuals beginning their fitness journey. - Must be user-friendly for those with varying levels of tech proficiency. Ideal Skills: - Experience with AI or BERT or GPT integration for personalized responses. - Proven background in developing user-centric web applications. - Strong understanding of nutrition and fitness principles. - Familiarity with health and wellness industry is a plus. In summary, I want to provide...

I am looking for a skilled developer who can create a chatbot for my WhatsApp and Facebook accounts for medical purposes. The chatbot should be integrated with both platforms and have advanced medical knowledge. Skills and Experience: - Experience in developing chatbots for WhatsApp and Facebook - Familiarity with integrating chatbots with Google BERT or ChatGPT AI models - Strong understanding of advanced medical knowledge and terminology - Ability to create a user-friendly and interactive chatbot interface - Proficiency in programming languages such as Python, Java, or JavaScript - Knowledge of Natural Language Processing (NLP) and Machine Learning (ML) algorithms - Attention to detail and ability to handle complex medical queries - Strong problem-solving and troubleshootin...

Project Title: Machine Learning Code Development in Python Project Description: I am looking for a skilled developer to write a code in Python to solve a specific problem/task. I have 5 datasets for NER task. I need to evaluate three models: DistilBert, Roberta and BERT for 5 datasets. I have a fully written code which fine tunes these models on these dataset and than evaluate F1 scores using train data and test data seperately. However, I need to perform stratified 5-fold cross-validation ( split the data into 5 parts based on tag distribution). I have a reference code which performs cross-validation. Finally, I need to incorporate the cross validation code into my original code which loops through models and datasets. Requirements: - Proficiency in Python programming language ...

I am looking for a skilled freelancer who can build a BERT model category builder for text classification with high accuracy. The dataset available for training the model is small and unstructured. It will require one to many categories from the notes to the 48 categories provided. Tringing data consists of two columns of data one of a note and one of the categoiry. this trainging data is 100% accurate. The deliverable would be a trained mode/ xlsx sheet with all notes categorized in one or more categories and if a note does not fit into a category the unkown category would be used. Requirements: - Strong expertise in natural language processing and machine learning - Proficiency in BERT model architecture and implementation - Experience in text classification tasks -...

I'm looking for a specialist in arti...machine learning to assist in fine-tuning a language model for a specific task. The use case for this model is to create a more effective, adaptable and engaging chatbot. This project will require a deep understanding of natural language processing and exceptional problem-solving skills. Ideal candidates should have: - Proficient knowledge and experience working with popular NLP models like GPT-3, BERT, RoBERTa, etc. - Previous experience in language model tuning, specifically for interactive uses like chatbots. - Outstanding communication skills, with the ability to explain complex concepts in clear, easy-to-understand terms. To apply, please provide examples of past work relevant to language model tuning. Looking forward to seeing you...

I am looking for a skilled deep learning developer to assist me in the development of a deep learning algorithm for Human Robot Collaboration. The algorithm's specific objective is to enhance communication capabilities. Skills and Experience: - Strong background in deep learning and natural language processing - Experience with BERT Transformer model - Ability to work with large datasets and optimize algorithms for speed and accuracy - Familiarity with Human Robot Collaboration and the challenges of communication between humans and robots Dataset: While I do not currently have a specific dataset for training the algorithm, I am able to provide one. Key Performance Indicators: The success of the project will be measured based on both the accuracy and speed of the model. It ...

...Bayesian Networks, Reinforcement Learning, and Natural Language Generation. • Secure data storage and processing capabilities to protect student data privacy. • Target audience student ages from 4-to18 • Offer immediate feedback during practice sessions . Clarify the specific model choices within each category: • NLP: Which specific NLP model(s) do you plan to use (e.g., Transformers like BERT, GPT-3, or more traditional approaches like LSTMs)? • Bayesian Networks or Markov Decision Processes: Which type of model do you prefer for this task (Bayesian Networks or Markov Decision Processes)? • Reinforcement Learning: What RL algorithm will you use (e.g., Q-learning, SARSA, deep Q-networks)? • Natural Language Generation: Which NLG model(...

NLP for Climate Attitudes I am looking for a skilled NLP expert to assist me with sentiment analysis for my project on climate attitudes. Specific NLP tasks: - Sentiment analysis, scraping from Twittter etc, as well as looking for existing climate related language models that can be trained including eg Climate Bert Primary source of data: - Social media posts Expected outcome from sentiment analysis: - Understanding public opinion/mapping key influencers Skills and experience required: - Strong knowledge and experience in NLP techniques, particularly sentiment analysis - Proficiency in working with social media data - Ability to extract and analyze sentiment from large volumes of text - Familiarity with relevant tools and libraries for NLP analysis - Strong...

Methodology: Data preprocessing: This involves tokenization and removing punctuations or any symbols within the sentence. Other elements removed are the stop words and the links to the websites or other social media platforms provided by the user. Transformation: Considering that machine learn...analysis. Machine learning – TensorFlow, which is an open-source machine learning, and PyToch for social media deep learning of the sentiment analysis. Natural language processing (NLP) tools – this includes a wide range of tools such as the natural language toolkit (NLTK), and spaCY (to access advanced natural language processing using Python). Dataset – Twitter sentiment analysis dataset. BERT Pre-trained model to be used in the processing of different nat...

...talented logo designer to create a modern logo for my ride sharing app called "Yanko". The logo should reflect the modern and innovative nature of the app. Color Scheme: - The preferred color scheme for the logo is light blue or yellow, but I am open to suggestions. Symbols/Icons: - I do not have any specific symbols or icons in mind for the logo. I am open to suggestions and would like to discuss further. Design Style: - The logo should have a modern design that captures the essence of the ride sharing app. Skills/Experience: - Experience in logo design and a portfolio showcasing previous work. - Creativity and the ability to come up with unique and visually appealing designs. - A good understanding of modern design trends. Timeline/Bud...

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: ...NLP development experience. • Strong knowledge of LLMs, transformers, langchain, llmaindex, and chain of thoughts. • Proficiency in prompt engineering and machine learning techniques. • Programming skills in Python or similar languages. • Problem-solving abilities and optimization skills. • Excellent collaboration and communication skills. Nice to have: • Experience with other language models like BERT, RoBERTa. • Knowledge of cloud platforms for deploying and scaling NLP applications. • Familiarity with NLP frameworks like ...

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.

...overall sentiment of the text. Source of the text: - The text that needs to be analyzed will be hospital reviews using the BERT method. Expected level of accuracy: - I am looking for moderate accuracy in the sentiment analysis results. Skills and experience required: - Strong knowledge and experience in sentiment analysis techniques and methodologies - Proficiency in utilizing the BERT method for sentiment analysis - Familiarity with analyzing hospital reviews - Ability to deliver accurate and reliable sentiment analysis results If you possess the necessary skills and expertise in sentiment analysis, particularly in aspect-based sentiment analysis using the BERT method, I would like to hear from you. Kindly provide examples of your previous work and demonstr...

Fine-tone a pre-trained GPT-2 or BERT model for keyword extraction - I am looking for someone to help me fine-tune a pre-trained GPT-2 or BERT model for keyword extraction. - My main objective with keyword extraction is to get full mark in my project assignment. - I need to extract 1-5 keywords from the given text. - Ideal skills and experience for this job include: - Strong understanding of natural language processing and machine learning algorithms - Familiarity with GPT-2 or BERT and its fine-tuning process - Experience in keyword extraction techniques and methodologies - Proficiency in programming languages such as Python and frameworks like TensorFlow or PyTorch - Good communication skills and ability to work collaboratively.

... with no barriers to entry and without much interference from regulations, governments, and/or corporations. **Mission** To educate, raise awareness and unite pioneers, entrepreneurs, innovators, policymakers and change-makers to push for an open, decentralized web. Global issues demand global collaboration. Together, we can shape a democratic tech future. Getting the design right It's important for us to get the design right. Technology is moving so fast and we need to build technologies responsibly. Nurturing innovation and growth while safeguarding what is most important to humanity is crucial for securing a better future. **Responsibilities** - Assist team leads in identifying multiple emerging tech initiatives running in parallel related to such technologies ...

I am looking for a skilled developer who can implement huggingface BERT with a user interface (UI) similar to GPT on my server. Here are some details about the project: Preferred Programming Language: Python/ - The implementation should be done using Python, as it is the client's preferred programming language. UI Design Assistance Needed - Similar to GPT chat. - themeforest theme will be provided/chosen upon consultation with developer. we prefer - additional page with option to upload a .txt document instead of prompt - They require assistance with the UI design, so the ideal candidate should have experience in UI design and be able to provide suggestions. Server Requirement: VPS - The implementation needs to be done on a Virtual Private Server (VPS)...

I am looking for a freelan...to develop a high accuracy NLP model that can achieve a precision rate of 95% and above. Skills and experience required: - Strong proficiency in Python programming language - Experience in natural language processing and machine learning algorithms - Knowledge of data analysis and data visualization techniques - Familiarity with NLP libraries and frameworks such as NLTK, spaCy, or TensorFlow, Bert, ChatGPT, LhamaIndex - Ability to preprocess and clean large datasets of user questions and answers - Excellent problem-solving and communication skills If you have the necessary skills and experience in NLP and Python, I would love to discuss the project further with you. Please include examples of your previous NLP projects or relevant work samples in your...

I am looking for a freelancer to help me with a project to fine tune a large language model. Specifically, I am looking for someone to utilize the BERT language model (or also other relevant model, i would be happy to get some overview) and help me with this task as soon as possible. A successful candidate should have some expertise in language models, specifically BERT, experience with text generation, text classification and/or sentiment analysis, and enough time and capacity to finish the project without compromising quality. I look forward to hearing from you.

...binary sentiment classification, i.e., positive and negative, the Bidirectional Encoder Representation from Transformers (BERT) model stands out as it can classify sentiments of each tweet into multiple categories such as very negative, negative, neutral, positive, and very positive. Hence BERT model is more efficient and can process extensive text data and perform fine-grained SA on the Twitter data of the ICC Men’s Cricket World Cup -2022 for two countries, India and Pakistan. This research project aims to extract people's sentiments and opinions using the BERT model from the Twitter data of the ICC Men’s Cricket World Cup -2022 for two countries, India and Pakistan. The BERT model converts words or text into numbers by leveraging them and ...

I am looking for a freelancer to build and train a machine learning model using BERT related in finance domain. The specific task that the model should perform is sentiment analysis from stock news. I am seeking someone who has experience in reinforcement learning and natural language processing. The ideal candidate should have knowledge in data clustering, anomaly detection, and dimensionality reduction. The amount of labeled data available for training is currently unknown.

...Networks, XGBoost, Random Forest, Decision Tree, KNN Classifier, GBM, GLM, SVM. Training DL models BERT and all its variants, DNN, CNN, LSTM, GRU, Variational Autoencoders using Bayesian Neural Networks. eXplainable AI (XAI) using LIME, SHAP, GRAD-CAM, DeepLIFT, DeepRED, CausalNex. Here are some of our previous works: Hair transplant startups require some image generation for their customers. Masters Thesis in Art Generation using GANs Head Gesture recognition using temporal signal data Hairstyle Classification Heartbeat recognition using Multilingual BERT for Document Ranking Algorithmic Trading on Indian Stock Market Yolov5 for Object Detection Kinetics 700 classification Aircraft Optimization Bio-BERT for Medical Dataset SciBERT for Explanation regeneration I hav...

I will provide the link for an open source from github

I am looking for a freelancer to train and optimize GPT-4, BERT, LSTM, and deep learning models on a transcript of spoken utterances. The goal is to classify these utterances into multiple classes through multiclass classification. Skills and Experience Required: - Strong expertise in natural language processing (NLP) and deep learning models such as GPT-4, BERT, and LSTM - Experience in training and optimizing NLP models on speech data - Proficiency in Python and relevant deep learning libraries such as TensorFlow or PyTorch - Familiarity with transcript data processing and feature extraction techniques - Ability to handle a large dataset and optimize models for performance and efficiency The project has a tight deadline, and the deliverables should be completed within a ...

I am looking for someone to help with a sentiment analysis project. The goal of the project is to analyze customer feedback in order to gain an understanding of how customers feel about our products/services. I already have a specific dataset in mind that I believe will be helpful for the sentiment analysis. Additionally, I am looking for someone who can provide a detailed analysis as a output so that I can effectively interpret the data.

Project Title: Create a chatbot on my company website using a large language model API Requirement 1: Integrate the API from one of the large language models (GPT-4, BERT, Anthropic etc.) into my website. People from my profession are able to submit questions and get the answers. Requirement 2: Fine tuning of the model Requirement 3: I have sourced professionals from my career through an online directory. So essentially I have a database of 25k professionals in an Excel sheet. Basically I'd like to explore if users can submit questions related to the database and get answers. For example "tell me all actuaries working in the city of Detroit" etc. Please quote me your hourly rate, and the expected number of hours you think it will take you to build all these 3 requ...

I am looking for a question generation code using efficient models such as T5 transformer or BERT or ChartGPT2 etc. I need question types that includes True or False, MCQs (with 5 options), matching (7 options) and SAQ. There should be also facility to train the model by importing some sample questions. The interface should contain to receive api request and respond in suitable manner. I am planning to host it in GCloud therefore the apps should be dockerised. Only serious developers with previous experience.

...necessary adjustments to improve accuracy. System Integration and Testing: Integrating the model into a system that allows for easy querying and thoroughly testing the system. Deployment and Maintenance: Deploying the system and ensuring it's properly maintained and updated as needed. Candidates should have strong experience in AI, NLP, and machine learning, as well as familiarity with models like BERT, GPT-3, RoBERTa, or DistilBERT. Experience with Elasticsearch and Python programming is a plus. Please provide examples of similar projects you've completed in the past. We're looking for a freelancer or a team that can provide ongoing support and maintenance, as well as initial development. If you're up to the challenge, we'd love to hear from you. An...

...embeddings and language models (e.g., Word2Vec, BERT) Strong programming skills in Python or other relevant languages Software Engineers/Developers: Proficiency in programming languages (e.g., Python, Java, C++) Experience in building scalable software applications and APIs Knowledge of web development frameworks and technologies (e.g., Django, Flask) Familiarity with database systems and query languages (e.g., SQL) Understanding of version control and software testing methodologies UX/UI Designer: Proficiency in user-centered design principles and practices Experience in designing intuitive and user-friendly interfaces Familiarity with prototyping and wireframing tools (e.g., Sketch, Figma) Understanding of usability testing and iterative design processes Domain...

Must give a brief introduction and need complete idea about how to build a responsive text chat bot , by using BERT and rule-based system , which must function similar to ChatGpt . Should assist me letting know about the project complexities and functionalities.

"Active Holidays" is the name of the Company (no dash in between) for which we would like to receive a Logo Design. We would like to receive submissions that are modern/abstract and high class. The company consists of two sub-companies: sub-divisions are It's up to your creative minds, the 2 subcompanies have their own logo's, it's not really the purpose to integrate them in the new logo. Colors of the sub-companies consist in yellow black for Odysseus, and blue/white/black for Aktief-Ski. Thanks for providing your designs ! Kind regards, Bert

...and ensure optimal model performance. Apply model quantization techniques to optimize model size and performance for deployment on resource-constrained devices. Requirements: Bachelor's or Master's degree in Computer Science, Engineering, or a related field. Proven experience in training Language Model architectures, preferably with hands-on experience in Transformer-based models such as GPT-3 or BERT. Familiarity with LoRA technique and its application in distributed machine learning systems. Previous experience training chat prompt models and generating conversational responses. Knowledge of text-to-image models and familiarity with popular frameworks like OpenAI's CLIP or DALL-E. Strong programming skills in Python and proficiency in machine learning libraries ...

Text Emotion Classifications using BERT, RoBERTa, DistilBERT, and XLNet on Kaggle Ideal Skills and Experience: - Strong knowledge of BERT, RoBERTa, DistilBERT, and XLNet - Experience in natural language processing - Proficiency in Python - Familiarity with machine learning and deep learning techniques - Understanding of sentiment analysis and emotion classification - Ability to work with large datasets - Strong analytical and problem-solving skills

...and ensure optimal model performance. Apply model quantization techniques to optimize model size and performance for deployment on resource-constrained devices. Requirements: Bachelor's or Master's degree in Computer Science, Engineering, or a related field. Proven experience in training Language Model architectures, preferably with hands-on experience in Transformer-based models such as GPT-3 or BERT. Familiarity with LoRA technique and its application in distributed machine learning systems. Previous experience training chat prompt models and generating conversational responses. Knowledge of text-to-image models and familiarity with popular frameworks like OpenAI's CLIP or DALL-E. Strong programming skills in Python and proficiency in machine learning libraries ...

I have some stock names which I have selected manually. I want to automate this process and want ML to find similarities between those stocks.

...replacing numbers with 'shape' tokens, i.e. just replacing all numbers with digit representations instead, drastically improved the ability to identify financial entities for XBRL tags (i.e. changing [52.2] → [XX.X]). Essentially relying more on context around the number to generate the tag. (I may be wrong, but to my understanding this is kind of like sequence tagging?) This paper proposes a SEC-BERT-Shape Model Zhang and Zhang: this paper takes a different approach to FinNER, thinking of the problem as machine reading comprehension (MRC). To my understanding, MRC just means changing a task into a query: For example, the task of assigning the LOC (LOCATION) label to "So far U.S. soldiers have discovered nearly 600 million dollars hidden around [Baghdad]&quo...

The objective of the thesis is the implementation of a word embedding environment that may be based on tools like Word2Vec or BERT. Your application measures the similarity between two phrases based on the embedding environment. You further compare the results obtained with measurements achieved when you extend the vocabulary by synonyms for each word. The base for the vocabulary of the small context will be pdf Text data

The objective of the thesis is the implementation of a word embedding environment that may be based on tools like Word2Vec or BERT. Your application measures the similarity between two phrases based on the embedding environment. You further compare the results obtained with measurements achieved when you extend the vocabulary by synonyms for each word. The base for the vocabulary of the small context will be pdf Text data

In order to enhance the findings presented in the paper available at , we want to add two new extensions , the extensions can be like using new dataset, using a hybrid model (two different Berts) that at the same time be trained and end up with a single result. or a hybrid model combining a Bert and a NN. In this model, we give different features to the network. those are just suggestions, if you have any idea it can be considered.