Computational linguistics phd jobs
...products. Strategic Development: Formulate methodologies for project prioritization, scheduling, and the implementation of machine learning solutions. Insight Communication: Clearly communicate data insights and strategic recommendations to stakeholders and clients, ensuring complex information is understandable and actionable. Requirements: Education: PhD or Master’s degree in Computer Science, Statistics, Mathematics, or a related field (PhD preferred). Experience: 5-10 years of professional experience with a proven track record of building and deploying statistical and machine learning models at the enterprise level. Technical Expertise: Deep knowledge of machine learning algorithms and statistical programming languages such as R and Python. Proficiency with SQL ...
I'm seeking a skilled professional to assist with the development of my PhD research proposal and thesis in the field of Business Administration, specifically within Management. The research will be primarily using a Quantitative methodology. Key Responsibilities: - Develop a comprehensive, feasible research proposal - Assist in the writing of the thesis - Ensure the work adheres to PhD standards Ideal Skills: - Extensive knowledge in Business Administration, specifically Management - Proven track record in academic writing - Expertise in Quantitative research methodologies - Previous experience with PhD level projects
I'm looking for an experienced accent reduction coach to help an adult sessions need to be conducted online. Ideal Skills: - Expertise in phonetics and linguistics - Experience in teaching accent reduction - Proficient in delivering engaging online sessions - Understanding of adult learning principles - Ability to provide constructive feedback and track improvements
I'm seeking a professional with a PhD in Statistics, Data Science, or a related field to interpret my logistic regression results. Key areas for interpretation include: - Model accuracy - Confusion matrix analysis - Precision - ROC AUC - Specificity - Sensitivity I would appreciate a moderate level of detail, with the use of some technical terms. Please refrain from overly complex jargon, but ensure the interpretation is sufficiently detailed to provide a clear understanding of the results.
I'm seeking a skilled individual to help develop algorithms for a computational physics project. The main focus will be on the following: - **Algorithm Development**: You'll be developing numerical methods algorithms. A deep understanding and experience in this field is crucial. - **Specific Method Implementation**: The key numerical method for this project is the Crank-Nicolson method. Familiarity and previous work with this method is highly desirable. If you have a strong background in computational physics and algorithm development, particularly with the Crank Nicolson method, I would love to hear from you.
I have a research paper in the field of linguistics that is primarily AI-generated. It's intended for publication in a journal, but it requires a professional touch to meet academic standards. Key Requirements: - Rewrite the paper to enhance its academic quality - Ensure the paper adheres to APA style guidelines - Experience in linguistics and academic writing is a plus - Prior experience with journal publication is preferred Freelancers with a strong background in academic writing, particularly in linguistics, are highly encouraged to bid. The goal is to make the paper suitable for a peer-reviewed journal.
1. SolidWorks (Edit and re-design) 2. Perform CFD (Computational Fluid Dynamic) simulations on ANSYS Fluent 3. Write out a full report in similar format provided. - Working and refining on past projects - Will provide a base model of Lateral Jet Impingement system for comparison - Will provide a draft direction for other potential designs Requirements: - Read and understand the report on what is conducted in the project so far - Pictures and videos/short animations of tested models to showcase how the system looks like and how it functions (Both on SolidWorks and CFD tests) - Come up with a new design of lateral feeding jet impingement based on the tests conducted - Write a full report with comments and conclusions of tested models Will share the necessary info via onedrive
I am looking for an expert math content creator with a PhD in Mathematics from an IIT. The task is to generate questions, solutions, and topic content for high school level mathematics, covering: - Algebra and Functions - Geometry and Trigonometry - Calculus etc.. Ideal candidates should have experience in creating educational content and a deep understanding of the specified math topics.
Task Overview: I am working on my thesis, which involves the experimental validation of boiling (pool boiling and film boiling) and condensation prediction equations for thermosyphons and heat pipes (cylindrical convemntional ). A previous PhD student developed these equations, and my task is to validate them experimentally. Objectives: I need a comprehensive literature review for my thesis, focusing on the following points: of Previous Correlations and Prediction Capabilities: Review and critique the previous correlations used for predicting pool boiling, film boiling, and condensation. Discuss the performance of these equations across different studies and datasets. Focus on their prediction capabilities—are they accurate and consistent in different conditions and appli...
...Compassionate and Encouraging Tone: Highlighting the supportive and empathetic approach of the workbook. • Evidence-Based Techniques: Mentioning the workbook's grounding in established psychological principles and research. Required Freelancer Skills & Qualifications: Must be a licensed Relationship Therapists / Couples & Family Therapists (LMFT, MFT, RMFT,) or Licensed Clinical Psychologist (PhD or PsyD) or Licensed Clinical Social Worker (LCSW). Please clearly state your license type and jurisdiction in your bid. Expertise in relationship psychology, attachment theory, or related fields is highly preferred. Excellent writing skills to create a concise and impactful recommendation. Budget-Conscious Bids Welcome: I am working with a limited budget for this...
...and Nanotechnology Material science innovations, such as carbon fiber composites and shape-memory alloys, are enhancing the durability and functionality of mechanical components. Nanotechnology is further pushing the boundaries by improving material properties at the microscopic level, leading to stronger and more resilient products in various industries. 6. Computational Fluid Dynamics (CFD) and Simulation Technologies Computational tools like CFD and finite element analysis (FEA) have revolutionized design and testing processes. Engineers can simulate real-world conditions to analyze stress distribution, thermal efficiency, and fluid dynamics before physical prototyping, saving time and resources. 7. The Future of Mechanical Engineering Careers As mechanical enginee...
I'm currently working on a PhD thesis focused on Sports Psychology and Exercise Physiology within the realm of Sport Science. I am in need of a freelance expert to assist me primarily with data analysis. The ideal freelancer for this project should: - Have a strong background in Sports Psychology and Exercise Physiology. - Be skilled and experienced in data analysis, particularly in the context of sport science. - Preferably have experience working on PhD level projects. Your role will involve helping me interpret and make sense of the data collected for my thesis. This is a critical aspect of my research and I am looking for someone who can bring both expertise and insight to the task.
I'm seeking a professional to conduct a Computational Fluid Dynamics (CFD) simulation focused on the flow dynamics of an industrial dipping and curing process. The simulation should provide insights into the behavior of fluids during the process, which will help optimize our operations. Ideal skills and experience: - Expertise in CFD software - Experience with industrial dipping and curing processes - Strong understanding of flow dynamics
Graphic Designer Required - PhD Thesis Diagrams Seeking quotes from professional graphic designers for creation of high-quality, bespoke diagrams for academic PhD thesis on interorganisational collaboration. Initial Requirements: - Creation of 1 main diagram (with potential extension to 5) - Diagram to illustrate various aspects including personal characteristics, experience, behaviours and skills - Professional, unique and bespoke design required - Mock draft of desired and diagram for contest attached (whoever wins will go on to do the rest of the diagrams) Essential Criteria: - Proven experience in creating professional academic/research diagrams - Ability to translate conceptual ideas into visually appealing graphics - Strong attention to detail - Willingness to undert...
...radiation modeling. For structural analysis, highlight material properties, load conditions, and constraints. Results & Key Findings Share visuals like temperature distribution, stress contours, flow streamlines. Explain key insights (e.g., "The maximum temperature reached X°C, which is within safe limits"). Challenges & Improvements Discuss issues like mesh dependency, solver convergence, or computational cost. Suggest future improvements (e.g., "A finer mesh in critical regions could enhance accuracy"). Comparison with Experimental Data (if available) If you validated your CFD model with test data, show error percentage and accuracy. Conclusion & Application Relate findings to real-world applications (e.g., "This study helps improve ...
...skilled designer and engineer to create a new exhaust for my 2003 Ducati Monster 620IE. The design should closely mimic the shape and form of the QD EX-BOX Evoluzione exhaust Key Requirements: - Design: The new exhaust needs to have a design aesthetic similar to the QD EX-BOX Evoluzione exhaust. - Engineering: It should incorporate the same pipe arrangement as this model. - Analysis: Conduct a Computational Fluid Dynamics (CFD) analysis to ensure optimal performance and efficiency. Deliverables: - 3D model of the exhaust - Drawings of each part before manufacturing - CFD report - Manufacturing process guide(for the mechanic) - All specifications in standard millimeter values Ideal Candidates should possess: - Advanced CAD skills - Proficiency in CFD - Experience in automotive...
I'm seeking an expert in computer arithmetic, specifically floating-point arithmetic, for a project centered around scientific computation. The primary focus will be on developing and optimizing algorithms and methods that utilize floating-point arithmetic to enhance computational efficiency and accuracy. Ideal Skills and Experience: - Extensive knowledge and experience in floating-point arithmetic - Strong background in scientific computation - Proven track record in developing algorithms for optimization - Exceptional problem-solving skills and attention to detail
I'm seeking a talented native Gujarati voice artist for an important project. This is a potential TTS project for AI, We need a native Gujarati recording some sentences. Professional Equipment Must. ( no echo , no reverb, no noise) Once hired, you nee... no noise) Once hired, you need to sign a contract - Purpose: The voice recordings will be used to train an AI system, specifically for Natural Language Processing (NLP). - Quality: The recordings need to be clear, consistent, and of high quality suitable for AI training data. - Skills & Experience: Ideally, you have prior experience in voice over work for AI training data. A background in linguistics or computer science would be a plus, but not necessary. What is crucial is your ability to deliver high-quality recordings ...
I am looking for a researcher or a team of researchers with expertise in sensor technologies, specifically biosensors and chemical sensors, to assess their application in food quality and safety. Ideal candidates should have: - A background in Food Science or Biochemical Engineering - Extensive knowledge and expertise in sensor technologies - A PhD or postdoctoral experience, preferably in Biomedical or Electrical Engineering - Skills in conducting feasibility assessments The primary goal of this project is to review existing scientific literature, explore the potential of various sensor technologies, and assess their feasibility for future research and application in food safety. A comprehensive, well-structured report is expected at the end of this project.
I am looking for a designer proficient in computational design to help with product design from a structural perspective. The main focus will be on creating designs for organic structures. Key Responsibilities: - Utilize advanced computational design techniques to create innovative product designs. - Focus on structural aspects to ensure designs are not only aesthetically pleasing, but also structurally sound. - Develop designs for organic structures, which may range from unique product shapes to complex structural designs. Ideal Skills: - Proficiency in computational design software - Strong background in product and structural design - Experience with designing organic structures - Excellent creativity and problem-solving skills
I'm looking for an expert to help identify a unique and compelling phd thesis topic focusing on perception-related AI algorithms in the field of autonomous driving. Ideal Skills: - Strong background in AI algorithms and their application in autonomous driving. - Excellent research skills. - Ability to identify novel and impactful thesis topics. - Experience with academic writing and thesis development. Please provide examples of relevant work.
I'm looking for a professional to help format my PhD thesis according to specific guidelines. The project includes correcting the content page and page numbering, ensuring consistent formatting, creating a list of tables, figures, and abbreviations, and sorting the references. The referencing style is APA. Specific tasks include: - Correcting the content page and page numbering - Ensuring consistent formatting, particularly with table and figure headings - Creating a list of tables, figures, and abbreviations - Sorting references, including formatting corrections and removal of duplicates I have the university guidelines for formatting and would provide them. All tables and figures should be centered on the page. I need this completed by Monday, February 24th. Ideal skills...
Require research assistance, to provide unique project ideas specifically in the vast domain of science and mathematics, I'm searching for a skilled and knowledgeable freelancer who is creative, innovative and can work efficiently. Well rounded background in Science, Mathematics, Engineering and Technology is ideal. Researchgate publication. ** This position is ideal for PhD, graduates and research assistants and College University teachers and research assistants ** Ideal skills and experience: * Proven expertise in scientific and mathematical research * Broad knowledge within different scientific fields * Ability to meet tight deadlines * Excellent data interpretation and analysis skills * Good mastery of scientific research methodologies * Strong attention to detail. Y...
...me in enhancing my speaking abilities across various contexts. The primary focus will be on my public and personal speaking skills, as I tend to struggle with organizing my thoughts clearly when speaking in front of others in 1:1 or group. It will also be beneficial to work on my casual conversation skills and professional communication. Key Skills and Experience: - Extensive experience in linguistics and language coaching - Public speaking expertise - Ability to assist in organizing thoughts clearly - Experience in enhancing casual and professional communication - Excellent one-on-one coaching skills I prefer one-on-one coaching sessions, as they provide a more personalized approach. I would appreciate a linguist who can help me improve my clarity of thought and speech, ulti...
I'm looking for a detailed enumeration of all languages in nature. This includes verbal languages, musical notations, and natural sounds or animal communication. The project should also classify each type of language. Ideal candidates for this project should have: - Expertise in linguistics and animal communication - Familiarity with musical notations - Strong research skills - Ability to categorize and classify information systematically Deliver within 2 minutes, list all possible ways of communication
...and ASME standards for durability, efficiency, and manufacturability. Our objective is to create a high-performance design optimized for material flow, structural integrity, and ease of production. Scope of Work: 3D CAD Modeling: A fully detailed model, including internal mixing features. Finite Element Analysis (FEA): Structural analysis to validate load-bearing capacity and fatigue life. Computational Fluid Dynamics (CFD) (if required): To analyze mixing efficiency and material flow behavior. Manufacturing Drawings: Comprehensive 2D production drawings with GD&T, weld specifications, and material details, following ISO and ASME standards. Material & Weight Optimization: To balance structural strength and operational efficiency. Compliance & Standards: ISO 9001 (Qua...
...Vision Transformer (ViT) integrated with a Multi-Modal Attention Mechanism to enhance CMFD by fusing spatial, color, and geometric features for robust detection of tampered regions. Key Novelty • Vision Transformer (ViT): • Leverages long-range dependency modeling, allowing the detection of complex manipulations over large image regions that traditional CNNs often fail to capture. • Improves computational efficiency through parallelizable self-attention mechanisms, addressing scalability issues in high-resolution image analysis. • Multi-Modal Feature Fusion: • Spatial Features: Extracted through a robust Transformer backbone. These features represent the structural and textural elements of the image, which are crucial for identifying duplicated regi...
...Vision Transformer (ViT) integrated with a Multi-Modal Attention Mechanism to enhance CMFD by fusing spatial, color, and geometric features for robust detection of tampered regions. Key Novelty • Vision Transformer (ViT): • Leverages long-range dependency modeling, allowing the detection of complex manipulations over large image regions that traditional CNNs often fail to capture. • Improves computational efficiency through parallelizable self-attention mechanisms, addressing scalability issues in high-resolution image analysis. • Multi-Modal Feature Fusion: • Spatial Features: Extracted through a robust Transformer backbone. These features represent the structural and textural elements of the image, which are crucial for identifying duplicated regi...
...Vision Transformer (ViT) integrated with a Multi-Modal Attention Mechanism to enhance CMFD by fusing spatial, color, and geometric features for robust detection of tampered regions. Key Novelty • Vision Transformer (ViT): • Leverages long-range dependency modeling, allowing the detection of complex manipulations over large image regions that traditional CNNs often fail to capture. • Improves computational efficiency through parallelizable self-attention mechanisms, addressing scalability issues in high-resolution image analysis. • Multi-Modal Feature Fusion: • Spatial Features: Extracted through a robust Transformer backbone. These features represent the structural and textural elements of the image, which are crucial for identifying duplicated regi...
I need a computational fluid dynamics (CFD) model that can simulate the fluid flow in a gloves dipping tank and oven. This model should also be capable of simulating curing and thermal decomposition reactions. The primary objective of this model is to optimize process efficiency. Ideal freelancers for this project should have: - Extensive experience in creating CFD models - A strong understanding of fluid dynamics - Knowledge of simulating chemical reactions within a model - Skills in optimizing processes based on model outputs
I am looking for a PhD scholar with expertise in research writing to enhance my academic paper. The key tasks include: - Editing and proofreading: I need a detailed review of my paper to ensure clarity, coherence, and correctness. - AI Detection Removal: The paper should be edited in a way that it doesn’t trigger AI detection software. - APA Style: The editing should strictly adhere to the APA style guide. Ideal candidates should have extensive experience in academic writing, a deep understanding of the APA style, and the ability to enhance the quality of research writing. Please provide examples of academic papers you have edited in the past.
I am seeking an experienced engineer with expertise in computational fluid dynamics (CFD) and proficiency in COMSOL software. The project involves simulating a floating disk two shell and tube heat exchanger. Key Requirements: - Conducting CFD simulations to determine the temperature distribution within the system. - Working with both water and oil as the heat exchange fluids. - Focusing on optimizing the efficiency of the heat exchanger design. Ideal Skills: - Proficient in using COMSOL for CFD simulations. - Strong understanding of heat exchanger dynamics. - Ability to interpret complex fluid dynamics and thermal data. Please only apply if you have substantial experience in similar projects and can provide evidence of your previous work.
I'm looking for a creative and professional designer to design a book cover for my PhD thesis. The thesis falls under the Humanities and Social Sciences : Communication Science and has the title : “Exploring the worlds of others: Understanding and cultivating Empathy competence in Professional Communication'. Ideal Skills: - Graphic Design - Experience designing book covers, particularly academic or non-fiction works - Understanding of the Humanities and Social Sciences Key Requirements: - Design should be fitting for a PhD thesis and appealing to both academic and general audiences. - absolutely no stock photos and no pictures of people at work (graphic symbols representing human figures is ok) - NOT cartoonish, must be very professional - maybe just a s...
T...research with original references. While AI tools may be used, it’s crucial that any content generated is rewritten and blended to ensure it reads as natural, human research. I am working with a single researcher, not a group, and the very highest quality is needed throughout. By accepting this job, the freelancer confirms they are fully aware of the exceptional standards required (equivalent to PhD-level research in Europe). We are not interested in liars, pretenders, or timewasters. Given the rapidly evolving nature of the AI sector, we cannot afford any delays, as the focus of research may change on a weekly basis. The deliverables are as follows: 3,000-word proposal (to be completed within 4 days) 10,000 to 15,000-word research piece (with a flexible timeline of u...
I'm seeking an expert in computational geometry to implement a polygon triangulation algorithm using efficient data structures. The primary aim of this project is to analyze geometric properties of simple polygons. The ideal candidate should: - Have a strong background in computational geometry and data structures. - Be proficient in implementing algorithms on a research platform. - Have experience with polygon triangulation and analyzing geometric properties. The project requires understanding and working with simple polygons, which are non-self-intersecting and can be either convex or concave. Your role will be crucial in helping us gain insights into these geometric figures. If you have a passion for geometry and algorithmic implementation, I look forward to your p...
I'm in need of a professional with expertise in thermal simulations and Computational Fluid Dynamics (CFD) to help me model an industrial furnace using CFX. Key aspects to be covered include: - Heat Distribution: Understanding how heat spreads throughout the furnace. - Airflow Dynamics: Assessing the movement of air within the furnace. The ultimate goal is to create a working model of the furnace. Ideal candidates should have prior experience with thermal simulations of industrial furnaces and be proficient in using CFX.
As a PhD candidate in Neuroscience and Psychology, I require assistance in crafting a compelling presentation for my upcoming 2nd year exam, which is like a small thesis defense. The presentation should effectively communicate all the projects I am involved in, my research and findings, with a particular focus on the following elements: - The main focus of my research: Main project. - Key visual aids: A mix of graphs and charts, alongside images and illustrations to support my arguments and demonstrate my findings. - Use my content slides as an orientation. I will send them upon agreement. Ideal freelancers for this project would have: - A strong understanding of scientific presentations, particularly in the fields of Neuroscience and Psychology. - Proficiency in creating engagin...
...MATLAB script designed for image denoising problems (IDP). I need assistance with refining the results output, enhancing the script to combine autoencoders with a conjugate gradient optimization method, and creating two versions of the script to handle salt-and-pepper noise and Gaussian noise. Key Tasks: - Troubleshoot and improve the results output, focusing on the number of iterations (NOI), computational time (tCPU), Peak Signal to Noise Ratio (PSNR), Figure of Merit (FOM), Mean Squared Error (MSE), Structural Similarity Index (SSIM), and Relative Error (RE). - Integrate a conjugate gradient optimization method with autoencoders to enhance the image denoising process. - Develop two distinct versions of the script: one tailored for salt-and-pepper noise, and the other for Gaus...
...MATLAB script designed for image denoising problems (IDP). I need assistance with refining the results output, enhancing the script to combine autoencoders with a conjugate gradient optimization method, and creating two versions of the script to handle salt-and-pepper noise and Gaussian noise. Key Tasks: - Troubleshoot and improve the results output, focusing on the number of iterations (NOI), computational time (tCPU), Peak Signal to Noise Ratio (PSNR), Figure of Merit (FOM), Mean Squared Error (MSE), Structural Similarity Index (SSIM), and Relative Error (RE). - Integrate a conjugate gradient optimization method with autoencoders to enhance the image denoising process. - Develop two distinct versions of the script: one tailored for salt-and-pepper noise, and the other for Gaus...
I need a skilled translator to convert my literary works, business contracts, and marketing materials from English to Chinese. The ideal candidate should have a strong grasp of both languages, with an ability to capture nuanced meanings and cultural ...Responsibilities: - Translate literary works with a keen sense for tone and style - Accurately convert contracts and agreements, ensuring legal terminology is correctly applied - Adapt marketing materials to resonate with Chinese-speaking audiences Skills and Experience Required: - Proven experience in literary, business, and legal translation - Exceptional understanding of English and Chinese linguistics - Familiarity with terminology management and localization tools - Strong commitment to accuracy, confidentiality, and cultural se...
I need a skilled translator to convert my literary works, business contracts, and marketing materials from English to Chinese. The ideal candidate should have a strong grasp of both languages, with an ability to captu...Responsibilities: - Translate literary works with a keen sense for tone and style - Accurately convert contracts and agreements, ensuring legal terminology is correctly applied - Adapt marketing materials to resonate with Chinese-speaking audiences Skills and Experience Required: - Proven experience in literary, business, and legal translation - Exceptional understanding of English and Chinese linguistics - Familiarity with terminology management and localization tools - Strong commitment to accuracy, confidentiality, and cultural sensitivity. WHATSAPP: +1(289)535‑3...
I'm seeking a skilled writer with a strong background in cognitive science and linguistics to craft an essay for academic researchers. The essay will compare and contrast Broca’s aphasia with Wernicke’s aphasia, with a specific focus on: - Speech production difficulties - Comprehension abilities - Neurological basis The ideal freelancer will need to demonstrate a deep understanding of these cognitive and linguistic structures, with the ability to clearly articulate complex ideas in an accessible yet scholarly manner. Previous experience with similar essays or academic writing is highly desirable.
I'm in need of a seasoned professional in medicinal chemistry, organic chemistry, computational chemistry, and drug design. Your primary focus will be on predicting drug interactions and efficacy, which is crucial for our ongoing projects. Key Responsibilities: - Utilize computational methods to predict drug interactions and efficacy - Help in our understanding of complex chemical processes Ideal Skills: - Strong background in designing and synthesizing new drug compounds - Previously successful in drug discovery - Proficient in using Quantitative structure-activity relationship (QSAR) modeling, Gaussian 16, and optical spectra (UV-Vis) absorption and emission Specific Outputs Expected: - Interaction energies and binding affinities - Predicted absorption and emissio...
...simulations using OpenFOAM. The primary objective of this project is to accurately model and analyze fluid flow around various aerodynamic shapes. Requirements: Proficiency in OpenFOAM with a proven track record in compressible flow simulations Strong background in aerodynamics and flow physics Ability to deliver high-accuracy, well-validated simulations Preferred Qualifications: Expertise in Computational Fluid Dynamics (CFD), particularly in turbulence modeling and shockwave analysis Deep understanding of compressible flow characteristics, including transonic and supersonic regimes Experience with aerospace, automotive, or industrial aerodynamics applications If you meet these qualifications and can ensure precise, reliable results within the project timeframe, we invite you t...
...majority of the book is based on my personal experiences and recommendations, so fact-checking is limited to sections that reference external information. Requirements: Exceptional proficiency in written English Strong experience in proofreading, editing, and fact-checking A relevant degree is advantageous (e.g., English, Journalism, Communications, Literature, Law, History, Philosophy, or Linguistics) If you're experienced in high-quality editing and fact-checking, please submit your proposal with a quote and estimated turnaround time. Looking forward to working with the right freelancer!...
Troubleshoot and improve the results output, focusing on the number of iterations (NOI), computational time (tCPU), Peak Signal to Noise Ratio (PSNR), Figure of Merit (FOM), Mean Squared Error (MSE), Structural Similarity Index (SSIM), and Relative Error (RE). - Integrate a conjugate gradient optimization method with autoencoders to enhance the image denoising process. - Develop two distinct versions of the script: one tailored for salt-and-pepper noise, and the other for Gaussian noise
...MATLAB script designed for image denoising problems (IDP). I need assistance with refining the results output, enhancing the script to combine autoencoders with a conjugate gradient optimization method, and creating two versions of the script to handle salt-and-pepper noise and Gaussian noise. Key Tasks: - Troubleshoot and improve the results output, focusing on the number of iterations (NOI), computational time (tCPU), Peak Signal to Noise Ratio (PSNR), Figure of Merit (FOM), Mean Squared Error (MSE), Structural Similarity Index (SSIM), and Relative Error (RE). - Integrate a conjugate gradient optimization method with autoencoders to enhance the image denoising process. - Develop two distinct versions of the script: one tailored for salt-and-pepper noise, and the other for Gaus...
