Python工作

Hi, I have a python script that uses PKL files to take a "snapshot" of the variables in a certain intervention point in the code. lines: 495-548 in file base_class.py. The problem is that when running the script again it starts to run from the beginning.

looking for some one who can do python script to schedule messages

I am in immediate need of someone proficient in Python to build an expert diagnosis system. This system should utilize symptom checklist information to provide accurate and effective diagnoses. For this project, time is of the essence with a completion deadline of 2 hours. Strong Python coding skills, a solid understanding of expert systems and experience working with diagnostic software are essentials for this task. Your task will include: - Creating a Python-based expert system - Utilizing symptom checklist data - Generation of relevant diagnoses Appreciate quick and quality work. Please only bid if you have the relevant skills and can deliver on time.

I am seeking a seasoned expert in reinforcement learning for my college project in the finance sector. Responsibilities: - Develop a reinforcement learning model for portfolio optimization that minimize...model for portfolio optimization that minimizes risk and maximizes rewards. - Develop a risk management mechanism that performs dynamic asset allocation daily based on volatility prediction. Ideal Candidate Skills: - Proficiency in reinforcement learning algorithms. - Experience with financial data analysis. - Knowledge of economic indicators' impact on market trends. - Strong coding skills in Python. - Prior success in financial portfolio optimization. Please include any relevant case studies or results of previous projects in your proposal to illustrate your capabilities ...

I'm seeking a skilled Python developer with a strong background in Kubernetes to support my project focusing on automation and container management. The ideal candidate should have experience in Infrastructure as Code (IaC) methodologies, as well as a proven track record of successful automated deployments. Requirements: - Profound knowledge of Kubernetes for container orchestration - Expertise in Python programming language - Familiarity with IaC tools for infrastructure provisioning - Experience with automated deployment systems Responsibilities: - Develop and maintain automation scripts using Python - Implement container management solutions - Automate infrastructure provisioning processes Integrations: - Work with popular cloud platforms (specific focus no...

I'm looking for a Python expert to handle automation tasks on a very specific project. You'll be connecting a multifunction meter to an Arduino Mega through an RS485 port, and automating the fetching of data. The successful completion of the project will involve the following: 1. Automating Data Entry - The data input process should be fully automated, with no manual intervention required. 2. Fetching and Logging Data - You will set up Python to fetch data from the meter and log it through the Arduino Mega using RS485. Ideal skills and experience: - Proficiency in Python programming with a focus on automation. - Hands-on experience with interfacing hardware with programming languages, specifically Arduino and RS485. - Practical understanding of data entry ...

I'm in urgent need of a talented fullstack developer for my upcoming web project, with proficiency in multiple programming languages and potentially familiar with popular frameworks. Requirements: - Expertise in JavaScript, Python, and Ruby. - Capable of handling both the front-end and back-end coding duties. - Ability to recommend and potentially work with frameworks such as React, Angular, or Django. - Proven track record of developing scalable, responsive web applications. - Strong problem-solving skills and adaptability to new technologies. Ideal Candidate: - Has a robust portfolio showcasing full-stack capabilities. - Can work efficiently within the given one-month timeline. - Communicates effectively and adheres to deadlines. - Exhibits a strong understanding of modern ...

Necesito tutoría para una actividad de una materia de Ciencia de Datos de ambientes virtuales y API REST. En la actividad se requiere: Crea dos entornos usando virtualenv: uno que se llame “analisis”, instala el entorno de conda uno que se llame “api” e instala el marco de trabajo de Flask En el entorno de trabajo “api” instala las siguientes herramientas de Flask: Flask RESTful Swagger Adapta el modelo para que procese una sola observación de acuerdo a lo que se vió anteriormente.: Entra en el siguiente Sigue las instrucciones del archivo README de este repositorio Usa el código que está en la versión entregable_2 Modifica el código que está en el script Entrega un archivo zip con el contenido...

I need a Python developer to assist with automating certain tasks on Telegram. Unfortunately, I’m not able to provide specifics on the tasks as this question was skipped during the initial project setup. However, potential tasks might include setting up automated message sending, group management features, and scraping data from Telegram channels. The frequency of these processes was not determined either. Ideal candidates for this job should have: - Excellent skills in Python, particularly with creating automation scripts - Knowledge of and experience with the Telegram API - Superior problem-solving abilities as the exact project requirements might need to be ironed out during development When applying, feel free to provide any relevant details such as past work, ex...

I'm seeking a skilled coder proficient in Python and Pine Script, specifically experienced in strategy backtesting. I'm focused on the stocks market and I need assistance with: - Developing and implementing a backtesting strategy using Python and Pine Script - Fine-tuning algorithm parameters to optimize the strategy for stocks Experience with backtesting libraries such as Backtrader, PyAlgoTrade, Zipline is welcomed, however it's not a strict requirement. A background in financial markets, specifically stocks, is required.

I have one django application (ml Based). I deployed it on aws lambda using serverless. Size of docker file on ecr is around 1.4gb, and on my local system it is around 3gb. Same application deployed on ec2 t2 small instance average response time is somewhat 2-5 seconds. But on aws lambda i am getting request timeout(API Gateway).

...sends mail with alias however the emails carry a high junk mail score. Skills and Experience: - Extensive experience in integrating Office 365 with Odoo, specifically version 16.0. - Should possess strong problem-solving capabilities as working without Office 365 admin access may present its challenges. - Highly skilled in email configuration in Odoo would be a great advantage. - Proficiency in Python is a plus, as Odoo is developed primarily on this language. - Familiarity with Office 365 email policies and authentication methods is preferred. - Proven records of handling similar projects successfully would count in the applicant's favor. Responsibilities: - Authenticate Office 365 in Odoo 16.0. - Configure Odoo 16.0 to send emails via Office 365. Please provide example...

I'm in need of a skilled Python developer, with particular expertise in numpy and cvxpy libraries. The task? To extract and clean up the data preprocessing functions from the PyPortfolioOpt library. You've got complete freedom to remove classes and distill the features in question to simple, functions – using only Python and numpy. However, cvxpy can remain throughout the process. A few important notes: • Maintain the original functionality of the refactored code. • Comments are not necessary during the cleanup process. Your deep comprehension of numpy, Python, and cvxpy would be most advantageous in completing this project. ef = EfficientFrontier(Flipped_Means, Cov_Matrix, weight_bounds=(0, 0.1)) weights = ef.max_sharpe...

I'm seeking a skilled individual to help with a cutting-edge project involving RaspberryPi and Python. My goal is to integrate LIDAR sensors with the Robot Operating System (ROS) and potentially implement both software and hardware modifications for optimal functionality. **Project Requirements:** - Integrate LIDAR sensors with ROS using RaspberryPi. - Program RaspberryPi in Python for seamless data communication. - Innovate on both software and hardware platforms to enhance the system. - Ensure stable performance and real-time data processing. **Ideal Candidate Skills:** - Proficiency in Python programming. - Experience with RaspberryPi hardware and software configurations. - Proven track-record with LIDAR and ROS integration projects. - Ability to troublesho...

I require a skilled freelancer to create an advanced machine learning model using Python and TensorFlow. The main goal is to develop a tool that can accurately predict the location of centroids in new sets of images. I have a dataset that includes images with predetermined centroids, which are noted in a CSV file for training the model. Here's what I'm looking for in a successful bid: - Experience with unsupervised machine learning algorithms. - Proficiency in computer vision techniques. - Strong background in Python programming. - Demonstrable knowledge of TensorFlow for creating predictive models. - Familiarity with image processing and manipulation. - Ability to interpret CSV data for training the model. Successful completion of this project means delivering a ...

I'm looking for a skilled data scientist to help me extract meaningful patterns from vast amounts of social media activity data. Here's what I need from you: - Proficiency in Python for data analysis and pattern identification. - Expertise in data mining techniques and algorithms. - Experience with social media data analytics. Your primary goal will be to analyze the data to uncover hidden insights within social media interactions that can inform business strategy. This will require: - Strong analytical skills to identify key patterns and trends. - Ability to preprocess, clean, and organize social media data for analysis. - Experience with libraries such as Pandas, NumPy, Scikit-learn, and possibly natural language processing libraries if needed. This is a complex inve...

We're searching for an experienced python coder who could use their expertise in automating estimates of different numerical, text and date variables in numerous cells across a single Excel file. Our expectation is for the numerical variables to be calculated based on average and sum, as well as dummy variables. The output of these estimates should then be automatically generated in another Excel file, presented in a clear column-by-column summary layout. Key Skills and Experience: - Highly adept with Python language, particularly in working with Excel-based datasets. - Demonstrated experience utilizing averages, sums, and dummy variables. - Ability to automate processes and generate organized, easily digestible output. - Strong attention to detail and a solid under...

I'm new to Python and I'm looking for a proficient tutor who can guide me 2-3 times a week [Removed by Admin]. Here's what I'm aiming for: - Develop an understanding in Basic Syntax and Operations - Learn the essentials of Web Development with Python The ideal tutor for me is: - Patient and experienced in teaching Python to beginners. - Skilled in the areas of Python syntax, operations, and web development. - Comfortable communicating via Zoom consistently 2-3 times in a week. - explain things in a proper manner for me to understand. I do have some learning materials to follow. This is an ongoing project, spanning approximately 2-3 months. If you have the skills and experience to guide a Python novice, please place your bid. Plea...

Necesito leer información de sensores de TUYA smart life, específicamente de temperatura y enviar correos ante cambios de temperaturas, tendremos 30 sensores instalados, podría usarse a Python como servidor de datos, o como lector de información

...the software design to present a modern and minimalist look. Ideal candidates should boast previous experience in inventory management software development and should be knowledgeable about modern and minimalist design standards. A good understanding of Windows software development is a must-have for this project. The pictures are from a system online and are for reference only. I want that in Python or C++ with the source code....

...proficient programmer to help me tackle two specific problems from the Codeforces archive. Here's what you'll need to do: - Understand and implement solutions for two selected Codeforce archive problems. While I didn't specify which problems, I'm open to discussing this with you based on your expertise. Ideal Skills: - Strong proficiency in competitive programming languages such as C++, Java, or Python. - Solid experience in algorithms and data structures. - Proven track record of solving Codeforces problems or similar competitive coding challenges. - Ability to write clean, optimized, and well-commented code for ease of understanding and potential further improvement. Experience: - Previous participation in coding competitions, preferably with a good ran...

I'm seeking a proficient Python developer, experienced in data visualization and geospatial analysis, to overcome a challenge I'm facing with my NetCDF data. Here's what I need: - Use Python to map NetCDF data with a polar stereographic projection. - Efficient plotting with current libraries – I'm using Matplotlib and Cartopy. The ideal freelancer will have: - Strong experience with Python and geospatial data libraries. - Proven ability to plot using different projections in Python. - Capacity to suggest and implement a solution for polar stereographic projection.

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Its main objective is to design and implement an early warning system based on Machine Learning that can predict students' academic performance.

As a Python-based business with a pre-existing software framework, I am currently seeking a capable developer proficient in API scraping. The primary objective is to purchase and scrape API from Batfair's original website. Here's a rundown of the key requirements: - Proficiency in Python is required as the existing software is written in Python. - Experience in integrating external APIs with pre-existing software. - Only the betting odds data needs to be accessed from Batfair's API. This project aims towards integrating the scraped API from Batfair onto our existing Python software, thus facilitating a smoother accessibility to Batfair's betting odds information. Therefore, experience with similar scenarios will be highly appreciated.

...monitoring/observability solutions (preferably Datadog or Dynatrace) and incident response solutions (PagerDuty). Coding skills for devops purposes, e.g., Python, Bash, or any other programming language. Understanding of security features and best practices. Willingness to participate in a 24/7 on-call rotation. Passion for continuous improvement and collaboration. Strong problem-solving skills and effective communication abilities. Fluent in written and spoken Portuguese and English. Degree in Computer Engineering or a related field. Preferred Qualifications: Experience with Cloud Services (AWS, Azure, or Google Cloud). Familiarity with Docker, Apigee, and Python. Knowledge of AWS Data persistence services, Lake formation, and Data Analytics Services. AWS Certified Sys...

Either fix/complete current code or write new code that running on a server and given a phone number and pin dials in and downloads all new voicemails (saving audio and header information for each one separately). This must be versatile / configurable enough to reliably work with a variety of phone service providers (mobile and landline and business). The current system uses Python Django and Twilio APIs with Deepgram for transcription / recognition. Issues with current code: * DTMF tones drop the Twilio live call socket connection. During the re-connect phase we run into the sync issue and some of the call payload is missed. * Header (timestamp and caller) is not properly separated from message. Success of the project: * Work with the code to figure out how the voicemail call ...

...multi-factor authentication (MFA). The API should be built using Python. Basically what I’m looking to be able to do is pass a username and password combination from an external location to a service hosted inside azure to have it authenticate against azure active directly office 365 securely. Requirements: - Proficient in Python, with experience in API development. - Familiarity with Azure Active Directory and OAuth protocols. - Must understand the web application integration process with Azure AD. - Ability to advise on and implement MFA within the API as needed. - Previous experience with security protocols and best practices. Ideal Candidate: - Has created Azure AD-integrated APIs before. - Can demonstrate a strong grasp of Python coding standards. -...

I'm looking for a competent programmer to create a web application designed to manage financial aspects such as income, expenses, an...and secure user experience. - Functionality to manage and track income, allowing for comprehensive financial overview. - Expense tracking feature, providing detailed insight into outgoing funds. - Check management system for systematic organization of checks. While I don't have any strict preference regarding the programming language or framework, experience and proficiency in popular ones like Python/Django, JavaScript/Node.js, PHP/Laravel would be ideal. Candidates should demonstrate previous experience developing similar financial or business applications, particularly for the web, and possess a strong understanding of secure user authe...

Hello in advance, I will speak with you after you provide answer to my question (see below): YOU MUST USE (USA VPN ONLY) (TO ACCESS AMERICAN GOOGLE) (MASK YOUR IP) I need you to collect list of SPECIFIC companies (USA ONLY-from all USA 50 States) Using this EXACT keywords in quotes-(as is): "Fiber Cable Wire Manufacturer" Each state's results will be listed individually on Excel You will collect (from 333 USA cities): Company name, what company does, address, phone, website URL DO TEST TO QUALIFY: (I will only respond to people who provide answer to this question below) Please perform this search for El Paso, TX (QUESTION: tell me how many results you find in El Paso, TX)

...World Cup ticket lottery information. The ideal candidate will have robust experience in automation, with a focus on: - Developing a reliable auto-entry program that accurately inputs daily lottery results, jackpot amounts, and winning numbers. - Integrating automatic form-filling capabilities without the need for captcha-solving features. Key Skills: - Proficiency in automation scripting (i.e., Python, JavaScript) - Experience with form automation tools - Understanding of basic web scraping techniques - Familiarity with email notification systems The successful freelancer will deliver a system that simplifies the entry process and enhances my chances of securing World Cup tickets. Please provide examples of similar projects you've handled. I'm excited to see your ap...

Looking for an expert Python coder experienced in the electric vehicle field. I need your expertise in developing efficient routing algorithms and implementing real-time scheduling for a medium-sized electric fleet of 50-200 vehicles. Key responsibilities include: - Developing efficient routing algorithms that optimize medium-sized fleets, - Implementing real-time scheduling to ensure high efficiency. Ideal skills include: - Strong Python coding abilities, - Prior experience in web development, data analysis, and automation, - Deep understanding of electric vehicle routing and scheduling. The goal of this project is to streamline our fleet operations and maximize efficiency. Your unique contribution would greatly impact our greener transportation efforts.

The purpose of the function is to import 1,000,000 strings with an average of 15-20 chars and filter the list down based on comparing the unique chars and a proprietary equation that I have supplied below. The end result should be a much smaller list of possible matches where the truncated records do not meet the scoring requirements. First, we will need a function that will take 3 inputs: defined_score as a decimal and 2 strings as input and compare them. The purpose is to find the characters that are not in each string. You miht try converting the column using set(). Just an idea. The output of this function will be based on this equation: (1/3 * ("unique characters of string1" / LEN(string1)) +("unique characters of string2 / LEN(string2)) + 1) . The result of th...

...Some tools might take one day to build, others 2 days, and others a week or even a month. To get to know you better and where your specialties are, please rate yourself from 1-10 (10=best) on the following and include a brief explanation as why you gave yourself that rating: 1. Wordpress plugins 2. SEO experience 3. Javascript 4. Node.js 5. Angular 16 6. API development 7. HTML / CSS 8. PHP 9. Python 10. ERP systems 11. Tailwind 12. TaigaUI 13. Chrome Extensions (please rate yourself and provide any examples you might have) 14. Google Add-on 15. Keyword research tool 16. Web scripts 17. AI / ChatGPT experience 18. Web scraping Next, please answer these "get to know you" questions: Why are you interested in this job/project? How many & what other projects are...

I'm looking for an experienced Python developer to integrate multiple APIs into my project. Specifically, these include Interactive Broker, , Binance, and Discord APIs. The ideal candidate should have concrete experience with these APIs, and be fluent in Python. Key Tasks: - Implement real-time data streaming - Enable trading functionality - Manage account operations The main goal is to achieve seamless integration of all these APIs to enhance the functionality and efficiency of my project. Any prior experience with trading platforms and financial technology would be highly regarded. Be prepared to provide samples of your previous work involving similar API integrations.

...tackle a code compilation issue in a Python project that utilizes PyTorch. Here's what's happening so far: - Encountering a 'code not compiling' error specifically while using PyTorch. - My development environment has been primarily suited for Python. - The error has halted progress, and I'm looking for a quick resolution. Requirements for the ideal candidate: - Proficiency in Python programming. - Experience resolving compilation issues. - Familiar with PyTorch and dependency management. The job will involve: 1. Reviewing the error in detail. 2. Diagnosing the root cause. 3. Implementing a solution to fix the compilation error. 4. Testing to ensure the code functions as expected. To be considered, please provide: - Examples of previous ...

I'm looking for a skilled data scientist to help me extract meaningful patterns from vast amounts of social media activity data. Here's what I need from you: - Proficiency in Python for data analysis and pattern identification. - Expertise in data mining techniques and algorithms. - Experience with social media data analytics. Your primary goal will be to analyze the data to uncover hidden insights within social media interactions that can inform business strategy. This will require: - Strong analytical skills to identify key patterns and trends. - Ability to preprocess, clean, and organize social media data for analysis. - Experience with libraries such as Pandas, NumPy, Scikit-learn, and possibly natural language processing libraries if needed. This is a complex inve...

Hi, I have +7 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, Please contact me to discuss more. Have a nice day

In my venture, I require an adept Python programmer capable of developing an efficient Python program specifically for Internet of Things (IoT) applications. Key Details: - The prime task of this program will revolve around 'Device Control and Automation.' Purposely, our project involves 'Python Bluetooth' and seeks experts for integrating Python with Bluetooth for seamless communication in our IoT project. - The programme is expected to master the tasks of device collection, analysis, device control and automation, as well as communication with other systems or devices. Skills & Experience: - Proficiency in Python programming for IoT applications is highly important. - Hands-on experience with Bluetooth integrations and un...

...looking for a Python developer skilled in creating website crawlers/ scrapers. The objective of the project is to extract medical papers and information for competitive analysis and content monitoring purposes. Specific data points needed to be extracted are: - User comments/reviews - Postings or listings data Preferably, this information should be acquired from Google and any other online resources. The successful bidder should have experience in Python, web scraping, data extraction, and working with APIs. Knowledge in text mining and natural language processing will be an added advantage. Your scraper must be capable of handling hundreds of webpages effectively and efficiently. We have already completed 50% of the project as we have developed the crawler in-house u...

I'm seeking an experienced Python developer with a knack for creating captivating geospatial maps from complex datasets. As I venture into this project, I need a coder who can extract insights and display them in an understandable and interactive way: - Expertise in Python programming for data analysis tasks. - Ability to create geospatial map visualizations from the provided data sources. - Skilled in using Python's data visualization libraries like Matplotlib, Bokeh, or Plotly. - Experience in building interactive dashboards would be advantageous. - Knowledgeable in geographic information systems (GIS) is a plus. - Strong analytical skills to ensure accuracy and relevance of visualizations. Ideal candidates should also have a portfolio showcasing previous geospa...

I am looking for a E-Book writer having experience in understanding Python language and can do some coding as well. I have written the book , but there are some revisions / editing that I need to do based on the publisher comments. As I am not a python expert, I cannot do it, so please apply for this job only if you can write on python and you have expertise in this subject. The book is about giving beginners a guide on learning python. For understanding purpose, I am attaching one chapter with comments can we need to do within 2 days.

scrape site and export it into excel file using python.

As part of an exciting new project, I'm seeking assistance in developing and training models for extracting specific data from a variety of documents - particularly contracts, resumes, and expense bills. Required Outcomes: * Establishing data models that can accurately identify and extract names, dates, amounts and other detailed information from the given documents. * Creati...Exceptional attention to detail to ensure comprehensive extraction from complex documents like contracts and resumes. Note: The project will specifically require the extraction of candidate details from resumes such as name, email ID, work experience, skills, etc., and expense details from bills including hotel, food, cab and miscellaneous expenses. Preferred tool - Skills - Python and NLP tool

Estamos en búsqueda de un desarrollador backend en Python para crear una APP móvil para una influencer de nutrición. Este es un contexto general del desarrollo de la app: (Descargar y probar MyFitnessPal ya que es la app de referencia) Landing page Panel administrativo: * Registro de recetas * Conexión a USDA para tener listado de ingrediente con su valor nutricional. App: Perfil del usuario (Home): 1. Buscador (recetas e ingredientes) 2. Video introductorio 3. Visualización de calorías 4. Macro nutrientes estándar (proteína, grasa, carbohidratos). 5. Cantidad de comida del día Recetas: 1. Simplecook (Lista de recetas de la app - Suministrada por la clienta) | Guardar en favorito 2. Propias: Personalizar receta (u...

I'm looking for a skilled Python developer to create a stock option screener for me, which will display filtered data both in lists and visually through candlestick charts. This tool is pivotal to my investment strategies, and I require it to be both accurate and user-friendly. Specifics include: Filtering Criteria: - 6 diverse market indicators - Stock price - Implied volatility - P/E volatility - Percentage change - Strike price data - Dividend yields - Market capitalization - Premium costs - Stock Company basic information Chart Requirements: - Integrate detailed candlestick charts for data visualization - the Indicators and strike price should be also shown in the cart Essential Functionality: - Ensure real-time data updates for timely decision making via Broker API -...

...net/dataset/english-prescribing-data-epd The website link also includes examples how CKAN API or Python can be used to extract relevant data if you click "Explore" and then data API. The relevant medication codes (BNF_Code) are contained in the attached word document. I would expect a CSV file for each month, with the following variables for each PRACTICE_CODE: ITEMS, QUANTITY, TOTAL QUANTITY, ADQUSAGE, NIC, ACTUAL_COST Ideal candidate skills: - Proficiency in Python programming. - Experience with CKAN API or similar data APIs. - Ability to work with large datasets. - Strong data extraction and manipulation skills. Project requirements: - Identify an effective method, either through CKAN API or Python, to extract pertinent data. - The specific data...

I'm looking for a skilled Python programmer for a data visualization task. This project specifically utilizes Matplotlib, a dynamic and versatile plotting library in Python. Here's what's required for the project: * Experience in Python programming and familiarity with Matplotlib library * The ability to make informed decisions regarding the visualization of unspecified data * High attention to detail to ensure the visuals are interactive, precise, and suitable for the data type * A creative mindset to produce high-quality, aesthetically pleasing data visuals Since the type of data to be visualized has not been specified, prior experience working with a wide variety of datasets, be it financial, health, or social media data, will be a plus. The timeli...

I'm seeking a skilled coder to develop an innovative high-frequency trading (HFT) algorithm focused squarely on the stock market. The project goals are as detailed below: - **Programming Prowess**: - Proficient in Python with experience in PyAlgoTrade or similar libraries. - Understanding of real-time data processing and Python optimization is essential. - **Market Mastery**: - Insight into the stock market's nuances. - Familiarity with market data APIs, stock exchanges, and trading protocols. - **Algorithm Objectives**: - Build a robust HFT algorithm. - The ability to execute trades at ultra-high speed. - **Critical Skills**: - Strong mathematical background. - Experience in quantitative finance. - Ability to implement efficient and scalabl...

...project into Python 3.10. I haven't begun the conversion process myself, so you would be starting from scratch, thus requiring meticulous work and accuracy. You need to have matlab kr octive to execute this project. KEY RESPONSIBILITIES: . To be specific need the python version of system_03_part_2.m along with all the supporting files. The outcome is a python code which shows exactly same results as matlab code. You are welcome to use chatGPT but manual work is required to make it work. • Accurate conversion of existing MATLAB scripts to Python 3.10. • Maintaining original functionality throughout the conversion process. • Standardized coding for an intermediate level project. REQUIRED EXPERIENCE: • Understanding and operational ...