How to find python software developers jobs

I am seeking an experienced engineer to design and implement a two-axis machine control system that is capable of: - Effectively controlling and managing the movements of the system along two axes with a LIMITED RANGE. Your expertise in designing systems with the necessary navigation strategies and motion control algorithms will be required. - Providing real-time position feedback to the user. Your extensive understanding of feedback mechanisms particular to these types of systems is a must. Ideal expertise for the job includes: - Comprehensive knowledge in machine systems control and design. - A thorough understanding of motion control strategies. - A background in data analysis and logs processing. The machine is a Bandsaw to cut small logs in...

I'm in need of a skilled individual who is proficient in blockchai...balances and activities. Key Requirements: - Proficiency in blockchain analysis, particularly on the Arbitrum blockchain - Ability to identify patterns and trends in transactions - Proficient in analyzing wallet balances and activities Deliverables: - A comprehensive report that includes methodology, analysis, and conclusion - The report should be presented in a combination of written format and visual presentation (charts and graphs) Please note that I will provide you with access to the necessary pages and data on Arbiscan. Your task will be to fetch data, analyze it, and present it in a detailed, yet accessible manner. If you are able to deliver this work to a high standard, ...

...seeking an expert in Python for a Natural Language Processing project focusing on text classification of social media posts. Key Project Features: - The goal is to build a Python coding notebook that can efficiently classify different types of text within social media posts. This will require a deep understanding of NLP principles and techniques. - The project primarily demands the use of Python for its implementation. Ideal Skills and Experience: - Expertise in Python programming is a must. - A strong background in NLP, particularly in the area of text classification, will be highly beneficial. - Prior experience working with social media text data would be a plus. If you're confident in your Python and NLP skills and have experienc...

I'm in need of a grant application specialist to assist with a government grant application. This grant is meant to support our operational costs. Key Responsibilities: - Find and apply for grants application - Ensuring all necessary documentation is included - Submitting the application within the specified timeline - Ensure the grand payout Ideal Candidate: - Proficient in grant writing, particularly with government grants - Experience with operational cost grants is a plus - Excellent attention to detail to ensure all necessary documents are included - Strong communication skills to ensure smooth submission process All the necessary documents are prepared so you can dive straight into the application process. Looking forward to y...

We are seeking a highly skilled and experienced Data Scraping Specialist to optimize and significantly increase the speed of our current data scraping processes. The ideal candidate will have extensive experience in web scraping, advanced knowledge of bypassing anti-scraping measures, and proficiency in utilizing cloud-based solutions for enhanced performance. Strong problem-solving and hacking skills to navigate complex web security systems are essential for this role. Responsibilities: Analyze and improve existing data scraping scripts to maximize efficiency and speed. Implement and manage cloud-based solutions (AWS, GCP, Azure, etc.) for scalable scraping tasks. Develop advanced strategies to bypass anti-scraping measures like CAPTCHAs, rate limiting, and I...

I am seeking a developer with a strong frontend skill set. Fullstack developers are also welcome. Compatibility with desktop is a must. Your main responsibility will be user account management, so experience in this area is highly preferable. You will be tasked with developing and maintaining the user account management system of our website. It is crucial that the system is efficient, secure, and user-friendly. Your main job would be to finish my work. The design is done, but some of the requests to the api still remain undone. Therefore you need to finish them and also fix a bug that disallows an user authenticated via google account to add their products to the cart. The job needs to be done by the end of the month

We want to delelop a cibersecurity software/app to Sell to other companies that can check each computer and device, as also as detect treaths to the company network/devices like e-mails, apps, and suspicious content that puts the company security in Treath.

I need a highly experienced programming teacher who specializes in both Java and Python. I'm seeking advanced-level guidance, mainly through the following: - One-on-one mentoring: You will provide personalized, in-depth insights catered to my capacities, skills, and learning speed. We will explore challenges and complex concepts together. Patience and exceptional communication are crucial. - Expertise in Java and Python: You must demonstrate a solid understanding and practical application of these languages in the industry. Exit profiles such as the development of complex systems, application in advanced artificial intelligence, or extensive backend management would be ideal. - Advanced Level Programming: I need a tutor who can help me comprehend and implemen...

I need a CRM solution designed around the lates...need a CRM solution designed around the latest version of Odoo, Odoo 13 or Zoho. I'm looking for developers with specific skills and experience customizing Odoo CRM or Zoho Creator (CRM). Key features I need to integrate: - Contact management - Management of the Contracted Services pipeline - Customer support tickets - Agenda management with confirmations via automation via email and Whatsapp - Patient Medical Records - Integration and Management of WhatsApp messages - Built-in video calling appointments Additionally, the project requires specific design and branding elements that will be explained in more detail during the selection process. An eye for detail and a creative mindset are required to meet the spec...

I'm in need of a professional and well-rounded computer programmer to build and manage various software applications. Key Tasks: - Develop innovative web and mobile applications - Manage and maintain the software database Ideal Experience and Skills: - Strong familiarity and skill in programming languages (Java, Python or C++) preferred - Previous experience in database management - Proven track record in developing web and mobile applications While skills in Java, Python, and C++ are a bonus, I'm primarily interested in your ability to perform the tasks specified above. Show me what you've got!

I'm in need of an experienced backend developer who can deliver comprehensive solutions for a medium-scale project. The tasks to be handled include: - Database management: You should have sound knowledge and experience in managing databases efficiently. - API Integration: Proficiency in successfully integrating APIs is a must. - Server Maintenance: You will also be responsible for maintaining the server to ensure smooth operations. Though the programming languages preferred by me were not specified, having experience in Java, Python, or PHP would be advantageous. This opportunity is best suited for developers with a knack for troubleshooting and those who can guarantee smooth backend functionality even during moderate traffic.

NOTE: PLEASE MESSAGE ME IF YOU ARE AN EXPERT AND INTERSTED IN THE PROJECT. I'm currently seeking an expert in AI/Machine Learning, particularly in Natural Language Processing (NLP), who can assist in developing a solution using Python, Vector DB, Neo4j and GPT API. The main goal of this project is to create a sophisticated NLP solution that can work with text data such as documents and emails. Key Requirements: - Strong background in AI/Machine Learning, specifically in NLP. - Experience with Python, Vector DB, Neo4j and GPT API. - Ability to deploy the solution on a Local Server. Your tasks will involve: - Developing an AI/Machine Learning solution using the specified tools. - Ensuring the solution is optimized for processing text data. - Deploying t...

...proprietary historical records with up to 90 parameters Mentoring requested (to be worked with tech project lead and data engineer): • Data-Preprocessing (missing values, normalization, outliers) • Implementation methods for feature selection (e.g. correlation Analysis, feature importance, etc.) • Identify and run different algorithms (e.g., logistic regression, decision trees, random forests, gradient boosting, neural networks) • Details and rationale behind algorithms selection • Hyperparameter tuning and optimization • Cross-validation • Performance metrics (e.g., accuracy, precision, recall, F1 score, ROC-AUC) • Score Calculation and thresholds • Deployment and Monitoring Tools available: • In use: Microsoft Fabric an...

I am seeking an experienced engineer to design and implement a two-axis machine control system that is capable of: - Effectively controlling and managing the movements of the system along two axes with a LIMITED RANGE. Your expertise in designing systems with the necessary navigation strategies and motion control algorithms will be required. - Providing real-time position feedback to the user. Your extensive understanding of feedback mechanisms particular to these types of systems is a must. Ideal expertise for the job includes: - Comprehensive knowledge in machine systems control and design. - A thorough understanding of motion control strategies. - A background in data analysis and logs processing. The machine is a Bandsaw to cut small logs into planks. ...

I need a machine learning model developed in Python. This model should be able to evaluate prospective student applications by comparing them to historical data sets. The goal is to classify and sort the new applicants efficiently. Key Requirements: - Develop a classification-based machine learning model in Python - Understand and work with historical data sets to evaluate new student applications - Deploy the model in a web application format for ease of access Ideal Skills and Experience: - Strong background in machine learning and Python - Previous experience in developing classification models - Ability to understand and work with large data sets - Prior experience with deploying machine learning models in web applications

I'm looking for a data scraping specialist proficient in leveraging social media platforms, business directories and website scraping. The goal is to create an Excel sheet with approximately 500 entries for market research purposes. Skills & Requirements: - Proficient in data scraping from multiple sources - Capable of filtering and sorting data - Able to extract and compile the following data fields: zip codes, locations, contact information, business name and industry. The successful candidate should demonstrate experience in similar projects, showcasing their ability to find and compile information efficiently and accurately for market research purposes.

...marketing automation, graphic design, and print solutions. Our goal is to streamline operations and drive growth with smart, reliable, and professional tools. Design Guidelines: Concept and Style: Modern and Professional: The logo should reflect a contemporary and professional look. Innovative and Smart: Emphasize the innovative and intelligent nature of our automation solutions. Fluidity and Flow: Incorporate elements that suggest smooth operations and efficiency. Color Palette: Primary colors: Consider using blues, greens, or grays to convey trust, innovation, and reliability. Accent colors: Orange or silver can be used as accent colors to add vibrancy and modernity. Typography: Choose clean, modern fonts that are easy to read and professional. Avoid ov...

I'm looking for a talented app designer to create an app that will serve as a job portal in the movie industry. The app will be available on both iOS and Android platforms. Key Features: - User Profiles: Users should be able to create and maintain profiles showcasing their work and experience in the movie industry. - Push Notifications: The app should feature push notifications to keep users informed about job opportunities and industry news. - Search Functionality: A robust search functionality is crucial for users to easily find relevant job postings. Ideal candidates should have experience in app design, particularly in developing user-centric and intuitive interfaces. Knowledge of job portals, or similar platforms, will be an added advantage. Y...

I am in need of a developer who can assist me in converting my existing Flask API into an Assistant GPT openai. The ideal candidate will be skilled in Python and GPTs Assistant and have a proficient understanding of Flask APIs. As the project involves converting the API into an Assistant GPT, experience with AI and NLP models will be a huge plus. Please note that there was a technical error in the questions, hence the repeated skips. It is highly important that the converted system maintains the functionalities of the original API while being able to run as an Assistant GPT.

Looking for an experienced developer who is fluent in C++, to build a Windows desktop application from my edited code. The project involves: - Skill in the C++ programming language to comprehend and build upon my pre-existing source code. - Solid experience in Windows desktop application development. - Attention to detail to follow the steps correctly and ensure the application operates as intended. The project specifics and objectives will be shared with the selected freelancer. As I did not edit the functionality, it should remain as per the original code. Your role will primarily encompass building and compiling the application. Experience in both codework and software architecture is essential for success in this role. Please ensure your bid incl...

I'm in need of a skilled professional who can produce a high-quality case study report focusing on marketing strategies within the retail industry. Key Deliverables: - Thorough Analysis: The case study should delve into various effective marketing strategies within the retail sector, po...Skills and Experience: - Proven Experience in Case Study Writing: You should have a strong track record of creating engaging and insightful case studies. - Retail Marketing Expertise: A deep understanding of the retail sector and its marketing dynamics is crucial for this project. - Strategic Thinker: The ability to identify patterns and trends in marketing strategies and translate them into practical recommendations is key. Gurobi with Python, Anaconda: Is able to use Gurobi wi...

I'm in search of a proficient freelancer who h...specific, it is crucial that the preferred candidate has in-depth knowledge of this software and can make the most of its advanced features. Key Responsibilities: - Conduct comprehensive Image Processing tasks - Utilize MATLAB R2021a to its full potential Ideal Skills and Experience: - Profound understanding of MATLAB R2021a - Significant experience in Image Processing - High problem-solving skills using MATLAB Given the specificity and technical nature of this job, candidates who can showcase samples of their previous work with MATLAB, specifically in Image Processing, will be prioritized. This is an opportunity for seasoned MATLAB users; those with a more superficial understanding of the software may no...

(Business Development Executive) (with good track record) + Must have strong Sales Managerial Experience in any B2B SaaS company OR been as a Sales Partner. + Experience in dealing with B2B + USA Market + Must be interested in taking on new challenges. + Should have hands-on experience. + Only Freelancers are Allowed (No Agencies or No Companies) Fixed Price Project: $3000 / Project

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...with expertise in both AWS and Azure platforms to create a Continuous Integration and Continuous Deployment (CI/CD) pipeline. The main duty will be integrating code changes, individual software modifications, into existing code repositories. Need to create a fully functional pipeline with tech documentation and runbooks .. Key Tasks: - Develop, test, and roll out CI/CD pipeline with supporting infrastructure as Code (Kubernetes, Docker) - Manage code releases and updates with popular orchestration tools like : Jenkins , Ansible Ideal Skills: - Proficiency with AWS and Azure cloud platforms - Strong experience with CI/CD - Adeptness with Python, PowerShell programming or any other popular scripting language This job demands the candidate to have ...

I'm seeking professional help to rectify a problem with one of my programmes which is presently operational on a Windows 8.1 environment but doesn't launch on Windows 11. I'm not certain about the original coding language as I skipped that question, making it necessary for the freelancer to have adept skills in multiple languages, mainly in C++, Java, and Python. I'm also unsure about specific software or hardware dependencies that might be influencing the situation. However, the freelancer must have the expertise to identify and handle this potentiality. As for specific program functions, the user left a gap as well, so an experienced developer in generic software protocols and universal functions would be highly appreciate...

I'm looking for a seasoned Python developer who can assist in two main areas: - Creation of PowerPoint presentation using a CSV data file - Automate the process via a public URL to upload the CSM file Creation of Powerpoint Presentation The CSV file will feature data-points in columns. A powerpoint presentation template will be provided for reference. The graphs and tables should be present as per the data-points present in CSV file. Automating the Process This is the secondary part of the job. Once we have are successfully able to convert a CSV data in PPT format, we should create a public secured link to upload the file. It should be auto-converted and file should be ready for download. The ideal candidate should be a proficient Python Develo...

I'm in need of a skilled Python developer to create a custom Telegram bot for me. This bot will primarily focus on automated messaging. Key requirements: - (((meeting will be in person in Kuwait))) - The bot should be programmed in Python / any - It should be able to send automated messages - integrate payment gateway - Messages include, but aren't limited to, welcome messages for new users, notifications for updates, and reminders for appointments Please consider the following skills and experiences for this project: - Strong proficiency in Python, with a good understanding of its libraries and frameworks - Experience in developing Telegram bots specifically - A solid grasp of automation and scripting - Prior work with automated m...

I'm looking for a freelancer to help me extract financial data and regulatory filings from a tax website. This involves scrapping website using the provided credentials by the client, i am looking for getting the python code as i can run the code myself in the future or integrate it to another system. Key Requirements: - I need approximately 300 data points extracted. - The output for these data points should be organized into a PDF or Word. This project is about creating an automated system to generate instant reports about a company. Only difficulty is the website has drops downs to select the period involved and in those 300 data points actually many come from the same source. Ideal Skills and Experience: - Experience in web scraping (Pytho...

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.The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

...Responsibilities: Create a bot/tool to manage trading from multiple wallets on the Pumpfun platform. Enable the bot to generate multiple wallets. Configure Solana quantities to buy per wallet. Develop an auto buy and sell bot to make a project appear legitimate with many sales and buys, thereby boosting projects. Ensure speed execution on the first buys to avoid snipers. The initial buys will be made from different wallets in varying quantities, with all transactions going through simultaneously or with a few seconds' difference. Allow for auto-tipping and prioritization in fees. Enable P&L visualization of all wallet investments in one view, allowing the user to check the total bonding curve of SOLs versus SOLs owned in the project. Im...

Description: We are looking for a highly skilled and motivated frontend developer to create a cross-platform desktop application for Windows and MacOS using Electron.js. The application will manage audio, text, and video data, and will utilize websockets for backend data transfer. Key Responsibilities: Develop a responsive and efficient desktop application using , JavaScript, HTML, and CSS. Implement and integrate features to manage audio, text, and video data. Ensure smooth and secure data transfer using websockets. Conduct thorough testing to ensure the application is robust and bug-free. Work closely with stakeholders to gather requirements and iterate based on feedback. Provide comprehensive and clear code documentation. Requirements: Proven experience ...

I'm in need of a skilled programmer who is adept in Python, Java, and C++. Your tasks will span database management, working with algorithms and data structures, and user interface design. Here's a further breakdown of the ideal skills and experience I'm looking for: - Programming skills: Proficient in Python, Java, and C++. Familiarity with various coding patterns and best practices. - Database management: Experience in handling large datasets, querying databases in an optimized manner, and ensuring the integrity and safety of the data. - Algorithms and Data Structures: Demonstrated understanding of algorithms and data structures. The ability to use this knowledge to solve problems efficiently is a must. - User Interface Design: Skills in...

Looking for a Python & Active Directory Expert to create a script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, group policy etc. and export to a MS Excel File. More information attached.

Hi, I am looking for someone to help me with courier delivery plugin for Botble Laravel CMS. 1) Technical tasks for the delivery person part - I need to add the role of the delivery person (name, phone number, passport photo (2 photos), text fields for biography, login and password) - so that he can log in to his account via login password. - When a customer orders goods, the admin must assign delivery to a certain deliveryman (list of deliverymen) that he delivered the goods to the client and should be the delivery status (picked up the goods, on the way, delivered, canceled). - Deliverer should see how much what goods delivered, new ordered goods (from admin) - notifications of new orders in telegram bot for deliverymen 2) Inside the product i...

I'm in need of a proficient Python developer who can help compile a Python code, that I have acquired from GitHub, into an executable format for Windows. As the client, I expect: - Understanding the existing Python code and its dependencies - Transforming the Python code into a Windows executable file Successful freelancers should provide a detailed project proposal illustrating how they plan to compile the code to exe on a Windows operating system. Though no specific Python libraries or frameworks were mentioned, a background in Python coding and debugging is paramount. The ideal freelancer should have a deep understanding of Python code, dependencies, and experience dealing with code from GitHub. Experience in...

Job Description: We are seeking an experienced software developer to create code for a power electronics control system. The project involves using an Arduino DUE and the IMC101T T038 motor controller. The software should control and regulate both the grid side and machine side using Space Vector PWM (SVPWM). Communication between the Arduino and other components will be handled via serial communication. Additionally, the system should include a quadrant display using 4 LEDs to indicate whether it is operating in motor or generator mode. All datasheets and circuit diagrams will be provided. Key Responsibilities: Control and Regulation: Implement SVPWM on both grid and machine sides. Grid-side control: Adjustable power factor (cos(φ)), current, and power. ...

We are in need of a Software Engineer to implement the EtherCAT SEMI profile (ETG5003) in a bare-metal ARM microcontroller environment. The target device firmware is written in C and runs on an ARM Cortex-M3 processor. The Anybus CompactCom B40 module is used to interface between the software and the EtherCAT network. You will join a very small team of software developers working on this project. Ideal experience: - C programming - EtherCAT (especially EtherCAT SEMI) - Anybus CompactCom - Bootloaders/Firmware Updates - File Handling

...skilled programmer to develop an interactive chemistry experiment for me. You may code using JavaScript, HTML5 or using Python, so experience or proficiency in this language is crucial. Key Requirements: - Users should be able to drag and drop objects using mouse or in case of mobile- fingers. - It should offer a moderate level of interactivity. This includes features such as adjusting quantities and temperatures. If a user pours something in a beaker, it should show the beaker full. If emptied, beaker is empty. - Vector images of lab equipments like Test tube, beaker, burner etc can be found online. Ideal Skills: - Proficiency in Python or JavaScript. You may use CreateJS libraries. If you are a programmer with a passion for chemistry, this is a great op...

...a skilled developer to create a versatile e-signing utility. This tool should allow users to select the DSC ( usb token) inserted to the local machine and can sign PDF, XML, JSON, and Text files in bulk and with the following additional features: - Bulk Signing: It should support signing multiple files at once, with no specific limit. - Predefined Output Path: Users should have the option to assign a default output path for the signed files. - PDF Signature Display: For PDF documents, the utility should display the signature as an optional feature. The goal is to have this utility developed within a month. Ideal skills for this project include: - Proficiency in programming languages suitable for file processing (e.g. Python, Java) - Experi...

I am seeking an experienced Python web application developer to construct a user-friendly platform for cryptocurrency airdrop and telegram integration. The final product should be similar to notcoin. Key requirements: - User registration and verification. - Airdrop distribution capabilities. - Integration with Telegram. Professional skills and experience: -Familiarity with Python. -Past work demonstrating ability to create robust web applications. -Understanding of cryptocurrency airdrop processes. Applicants should include their relevant experience in their applications. Working examples of similar projects will be highly appreciated.

...require an analyst with expertise in the area of sports/esports betting, specifically in the sector of odds analysis. The individual should possess deep knowledge of statistical analysis, probability, and betting systems to provide valuable insights on betting odds. The particular sports/esports of interest are Football, Basketball, Cricket and Counter-Strike: Global Offensive. The detailed responsibilities are: - To provide one/two sure shot (can be multi) odd everyday with 1.5 odd minimum - Analyze real-time and historical stats for Football, Basketball, and CS:GO to find out possible outcome - Draw insightful inferences - Suggest betting strategies based on the analyzed odds - Provide regular reports and updates on the competitive odds in the market Th...

I need a tool that extracts specific content (text and images) from PDF files and adds this data into a CSV file under designated headers. Key R...adds this data into a CSV file under designated headers. Key Requirements: - The tool should be designed specifically for Windows OS. PDF Data Extraction: - Need the tool to extract both text and images from the PDFs. CSV Insertion: - The extracted data should be sorted correctly under their respective column headers in a CSV file. Consistent PDF Structure: - It is important that the tool can handle data extraction from PDFs with a consistent structure. Ideal Skills and Experience: - Proficiency in developing Windows-based tools. - Experience with PDF data extraction. - Familiarity with CSV file manipulation in Python or r...

I am seeking an AI developer with significant expertise in reinforcement learning. Key Responsibilities: * Apply reinforcement learning techniques to solve complex problems. Required Skills and Experience: * Proficiency in Python. * Expert-level knowledge and hands-on experience in reinforcement learning. Only apply if you possess an excellent understanding of reinforcement learning algorithms, and Python programming. This project is demanding and requires a high level of competency, therefore, only experts in the field are sought. Your expertise will be crucial in optimizing our current models and laying down the roads for future developments.

...looking for a skilled software developer to create a Windows-compatible software application. This software should be specifically tailored to help my sales team improve their performance and to calculate their incentives. Key Requirements: - Compatibility: The software should be compatible with Windows. - Integration: There's no need for the software to be integrated with any existing systems, so you can focus solely on creating the best software for our sales team. - Data Input: The software should have the capability to import data from Excel/CSV files. This method will facilitate the input of sales data and make the software more user-friendly for our team. Ideal Skills and Experience: ...

i need a website in wordpress where site have 2 types of users (let's say User A and User B). User A come to website and find user B as per the skills and location field. User B can search User A as per some filters. User A and User B can communicate to each other also (future functionality). Both User A and User B can register and login into website.

Looking for help in modifying an existing python script and related sql database table The current script - (1) scrapes company financial data from website and populates database (2) scrapes news related to keywords from google news (3)sentiment classification of news items (4)pushes data to sql database The company names and keywords are currently hardcoded in the script Requirement- (1) Company names/urls/keywords (will be provided) to be put in master table in the database (2) The script to loop through and scrape the relevant data and put in database

...a reliable professional to help me with monthly inventory updates from the dealers and the sales department. Key Tasks: - Quantity Update: Ensure all stock levels are accurately reflected in our records. - Product Description Update: Make sure all product descriptions are up-to-date and accurate. - Product Code, UOM (Kit/Vials), Rupee Value: Cross-check and update product codes, Unit of Measure (Kit/Vials) and Rupee Value accordingly. Format: I have a specific format that the inventory updates need to be in. You will need to use this template to ensure data consistency and compatibility with our existing systems. Frequency: This is a monthly task and I would need your support on an ongoing basis. Ideal Skills: - Proficiency in inventory management...

I'm in need of a desktop application that automates sperm analysis, leveraging the power of AI. This software will be used to create spermograms. Key Requirements: - Automation of Sperm Analysis: The software should be able to fully automate sperm analysis. This includes motility, morphology, and concentration analysis. - Utilization of AI: The software should harness the capabilities of Artificial Intelligence to improve the accuracy of the analysis. - Creation of Spermograms: The main purpose of the software is to create spermograms. This requires the software to be able to present the analysis in an organized and understandable way. Ideal Freelancer: - Proficient in AI and machine learning, particularl...