Python Jobs

I am in need of a machine learning expert who can develop a model for table detection. The model should be able to run on various types of images, including scanned documents, natural images, and synthetic images. Key Requirements: - I'm looking for a 'moderate' level of accuracy in the table detection (80% - 95%) across various image types. - Please incorporate Convolutional Neural Networks (CNN), along with Support Vector Machines (SVM) and Random Forests in the model. Ideal Skills and Experience: - Proven experience in developing and implementing machine learning models, particularly in image processing and object detection. - Proficiency in working with Convolutional Neural Networks (CNN), Support Vector Machines (SVM) and Random Forests. - Strong ability to tune accu...

I'm seeking a skilled Python programmer with OpenCV experience, preferably one who has dealt with table detection from PDF and images before. The primary skills desired include: - Python programming - Knowledge of OpenCV - Familiarity with table and structure detection Your main task will be to develop a program that can accurately identify table structures within input files. The files will be PDFs or images, or both. You're expected to program a feature that detects these components: - Cell boundaries - Text within the cells - Overall table structure For the sake of this project, merged cells should be discerned as a single entity during the detection process. Your solution should demonstrate precision in merged cell detection. I look forward to bids from those passionate a...

I need a professional to integrate a subscription panel with the Stripe payment gateway. Key Features Needed: - **Subscription Management:** The panel needs to support both monthly and annual subscription options for users. - **Payment Processing:** Seamless processing of subscription payments via Stripe is essential. Deadline: - I need this ASAP. Ideal Skills for this Job: - Experience in integrating Stripe payment gateway - Proficient in subscription management systems - Prior experience in creating similar panels - Ability to work fast and meet tight deadlines.

I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capable of efficiently detecting DDoS attacks in a small-scale network.

I am planning to use 1.69" LCD Display Module (240x280) with raspberry pi 5 to draw animated eye … I am looking for a developer to help me in 1- setting up the screen to work with raspberry pi 5 like this :RPI_for_1.69_lcd_module 2- setting python on my raspberry 3 - write a python code to draw animate eye like this I will give remote access to my raspberry pi 5 and the developer should install everything live to my items.

I'm looking for a skilled AI/ML professional who is good to write prompts and can understand Model in nice way. Please bid i will explain the task in detail

I'm looking for a Python developer to assist with a variety of tasks on a medium-scale project. This would include web development, data analysis, automation scripting, and web scraping. Your responsibilities would cover: - Web Development: Creating and maintaining web applications using Python frameworks. - Data Analysis: Handling and analyzing data to derive insights. - Automation Scripting: Developing scripts to automate manual tasks. - Web Scraping: Extracting and structuring data from websites. Communication is key, and I'd prefer to receive regular updates and progress reports via email. The ideal candidate for this position will have experience with each of these tasks and be able to work on a medium-sized project.

I need a Python Selenium application that can scrape blog posts from Site A and post them on Site B. Key Requirements: - The Python app should be built using Selenium for web scraping and automation. - It should be able to extract blog posts from Site A, specifically. - The extracted data must be posted on an existing blog section of Site B. Ideal Skills & Experience: - Proficient in Python, with experience in building web scrapers. - Strong knowledge of Selenium for web automation. - Previous experience with data extraction and manipulation. - Understanding of web protocols and site structures. - Familiarity with blog post formatting and publishing is a plus.

Based on a specific Management zone

I'm seeking an experienced data scientist to work on a project to integrate datasets from CSV files with different features, and feed them into various ML algorithms. The primary objective of this analysis will be to classify the data into different categories. The end goal is to determine the efficiency of the different ML algorithms used, which are decision tree, random forest, extra trees, and XGBoost. The perfect candidate for this project would be someone with a solid background in data science, particularly with experience in working with datasets from CSV files and implementing machine learning algorithms. The candidate should also be able to interpret and present results through visualizations such as charts and graphs.

I'm looking for a Python expert to help me create a new Python script for data analysis purposes. The primary goal of the script will be to analyze a dataset that I already possess. The script should be able to handle large amounts of data efficiently, allowing for insightful analysis and visualization. The key requirements include: - Writing new code from scratch - Prior experience in data analysis using Python - Proficiency in Python libraries such as Pandas, NumPy, and Matplotlib If you have a solid background in data analysis and Python, and are able to create efficient, clean, and well-documented code, I'd like to hear from you. Here are details- I have to create a simulation that will find the optimal solution to go around a circuit using the least amount of power ...

I'm looking for a developer to create a complex ecommerce website based on Odoo ERP. This project involves extensive customization and integration of various features primarily tailored for a multi-branch business model. The system must be able to handle multiple branch warehouses, with each customer being assigned to a specific branch based on their location. Key Requirements: - Integration of Point of Sale (POS), Accounting, Customer Relationship Management (CRM), Inventory Management and Purchases features from Odoo ERP. - Implementation of a system that assigns customers to a branch based on their location. This should be done automatically based on IP, and also allow customers to manually select their preferred branch. - Seamless user interface that enables easy navigation for c...

I am currently in need of an experienced Django developer to assist me in deploying my Django web application on a VPS hosting provider. To bid on this project, you should: - Have intermediate to advanced level experience with Django and its related technologies. - Be proficient in MySQL, as this is the specific database system that my Django application is built with. - Understand VPS hosting thoroughly. Your role will be to guide me through the deployment process, ensuring that the application runs smoothly and functions as expected on the VPS host. Please show proof of similar projects handled in the past. Your time commitment should be immediate and full-time until completion of deployment. Your proposal should include a plan of action detailing how you intend to carry out this de...

v2 - user can find merchant and register in their user account. after admin approve, Merchant can create shop and promotion. User will get 0.1% of their total sales, check v3. - shop field (brand name, address, website, whtasapp, facebook, description, category, City, how many brands, open for agency?(radio button)) - promotion field (title, normal price, now selling price, description, expire date, point weight - V4 user can follow shop to see their promotion in feed, also can apply to be their agent. - agent can share the promotion with uniqic referral link which will earn 2% v3 - point system- user purpose any thing will get point same as the price, usd 23.12, will get 23.12 points. if point weight is 2, then he will get 46.24 point. - when userB purchase, user A will get 1% profit ea...

As part of my btech project, I'm seeking a talented Natural Language Processing (NLP) expert, ideally with strong background in XLNet or similar models, to help me develop a performance-enhanced version of XLNet. Our goal is to employ this model for text classification, specifically focusing on sentiment analysis. Key Job Requirements: - Expertise in NLP and familiarity with XLNet - Strong understanding of text classification techniques - Competency in sentiment analysis The final model must exhibit: - Enhanced performance attributes similar to XLNet - Improved accuracy over its predecessors - Better compatibility with existing systems This innovative model will serve the core purpose of effective sentiment analysis through text classification based on user sentiment. Please ensur...

I'm looking for a Unix shell scripting expert to help me with my project. Here's what's required: - Automating file transfers: I need a script that can download specific file types from a directory on my server and then upload them to an SFTP server. - Handling specific file types: The script needs to be able to recognize and transfer only files of specific types, rather than all files in the directory. Ideal skills and experience: - Proficiency in Unix shell scripting - Experience with SFTP - Expertise in handling specific file types in scripts - Familiarity with file transfer automation - Good communication and problem-solving skills If you feel you have the required skills and experience, please reach out. Thank you!

I'm in need of a skilled freelancer who can perform daily scraping of job titles from Indeed. Ideal Skills and Experience: - Proficient in web scraping, particularly from Indeed - Able to automate the scraping process on a daily basis - Competent in delivering data in CSV format Data Update Frequency: - It's essential that the scraping is carried out daily Delivery Format: - The scraped data should be provided in a CSV file Looking forward to your proposals.

I run a digital management office that offers the following services: - Website design and development services - App design and development services - Brand book design and development services - UI/UX design services - Digital transformation consulting - Business management consulting in the digital space Our prices are high, and considering that I am currently in a work crisis, I intend to take on projects from freelancing platforms while also defining new projects. All interested parties can express their interest and describe their services as a product with specific features. Note: All transactions will be conducted on this platform.

I'm looking to create a stock market prediction tool that could help me identify profitable investment opportunities. The primary data source for this project would be historical stock prices. I'm looking for a freelancer who could implement this in Python. Requirements: - Develop an algorithm to predict profitable investments based on historical stock prices - Ensure the tool is easy to use, with clear and concise output - Implement a user-friendly interface and visualizations for the predictions - Provide documentation on how the tool works, and how it should be used Ideal Skills: - Strong background in stock market analysis and investment - Proficiency in Python, with experience in data analysis and prediction - Previous experience in creating similar tools will be highly v...

Build an AI based tool that has auto voice dubbing and auto voice separation for my videos and Auto dubbing for over foreign 80 languages with close captioning text and an AI-based tool that automatically animates, lights and composes CG characters into a live-action MP4 video scene in AI and Machine learning. Build AI based tool for auto dubbing, close captioning text, Create Professional custom 3D Character animates, lights, and composes CG Robot and Alien and creates custom Voices for the video 3D Robot & Alien characters. You will need to help me create any needed AI access and License accounts. I am seeking a proficient developer to create an AI-based tool that automatically animates, lights and composes CG characters into a live-action scene using AI and Machine learnin...

We are seeking a skilled AI and Machine Learning Engineer and Software Developer to develop and train machine learning models for chatbot functionalities, integrate AI components, and implement NLP techniques. Additionally, I'm looking for a talented Software Developer proficient in Python, Java, JavaScript, and C#, who has experience in chatbot development, both Front-End and Back-End Development, and API Integration. Ideal Skills: - Proficiency in Python, Java, JavaScript, and C# - Experience in Front-End and Back-End Development - Familiarity with Dialogflow and Microsoft Bot Framework - Strong knowledge in AI, Machine Learning, and NLP - Previous experience in chatbot development Roles and Responsibilities: - Develop and train machine learning models for chatbot functi...

I have developed a strategy in Amibroker AFL that I need converted into TradingView Pine Script. The primary function of the current code is to execute trading decisions based on the conditions of the market. **** 1 MORE CONDITION TO BE ADDED MENTIONED IN TXT FILE ATTACHED******* ***** FIXED PRICE RS. 3000/- ONLY ******* Key requirements: - Conversion: The Amibroker AFL strategy needs to be converted to TradingView Pine Script. The converted script should retain the functionality and logic of the original. - Optimization: The Pine Script should be optimized for performance on the TradingView platform, ensuring efficient execution and minimal latency. - Strategy understanding: It's crucial that the freelancer understands the trading logic and conditions embedded in the Amibroker AFL sc...

We are seeking a Flask (Python) developer to set up a dashboard for our project using the following template: Please provide a quote for this job and an estimated timeline for completion. Objectives: We need a small application to facilitate user onboarding for our messaging bot. The dashboard will manage new user onboarding and offer basic administrative features. Dashboard Pages: • /signup • /signin • /forgot-password • /reset-password o Authentication logic with two roles: user and admin o Forget / Reset password logic required • /home o Accessible to logged-in users only o Displays bot updates and useful links o Updates data retrieved from the database • /profile o Accessible to logged-in users only o Contains a user profile data form o Displays database ...

I'm seeking a skilled Senior Python Developer to assist with a project that involves a blend of web scraping and data analysis, with a focus on the following tasks: - Extracting data from multiple websites - Automating data extraction and parsing - Analyzing and visualizing scraped data The ideal candidate should have: - Proficiency in Python, with a strong understanding of AI and Machine Learning - Hands-on experience with web scraping, particularly working with diverse data sources - Ability to automate data extraction and processing efficiently - Adept at data analysis, with the ability to visualize and interpret data Although I haven't specified any particular tools or libraries, your familiarity with tools like BeautifulSoup, Scrapy and Selenium would be a bonus. Your abil...

In this project, I'm searching for an experienced Python Developer who exhibits strong proficiency in web scraping, artificial intelligence, and machine learning. Key Responsibilities: - Utilize your expertise in Python, specifically focusing on AI-related tasks. - Web scraping will also be a significant part of the project, though details on the targeted data type are yet to be defined. Ideal Skillset: - Extensive experience with Python - High proficiency with AI and machine learning algorithms - Proven record of successful web scraping projects Please include samples of relevant Python, AI, or web scraping projects you've completed as part of your bid. I look forward to collaborating on this project.

I'm looking for an experienced Linux professional with a knack for data analysis to assist me with my projects. Ideally, you will possess: - In-depth knowledge and understanding of Linux as you will advise me on the suitable software to install for my tasks. - Experience dealing with numerical data. - Proficiency in data sorting, statistical analysis, and data visualization techniques as these will be a fundamental part of the job. In addition, knowing how to decode SecretKeys with the bs58 library is a crucial aspect of this project. This task represents a core operation you will be required to perform with the numerical data. Your ability to execute this function deftly will significantly impact the project's success. I am looking to begin the assignment as soon as I find t...

I am in need of a UVM Python expert to assist with my project. Key tasks will involve: - Scripting to build UVM components from templates - Automation using Python, requiring a candidate with strong programming and automation skills. The ideal freelancer for this project will have expert-level experience with UVM Python, particularly in designing a verification environment. Demonstrated proficiency in creating sequences and sequence items, as well as implementing coverage and assertions, will also be highly favorable. I am looking for a freelancer who can efficiently troubleshoot, debug and optimize code for performance improvements. Understanding my project requirements, applying your expertise to solve the tasks at hand and delivering high-quality results are key to this project's...

I'm looking to leverage Azure document intelligence prebuilt models and train models to extract data from a variety of tax and financial documents. The extracted data needs to be exported into a Google spreadsheet. Additionally, I need an interface for users to easily upload these documents. Key Requirements: - Extract data from various financial documents: primarily focusing on Expense reports, W-2 forms, credit card statements, 1099s, and annuities. - Extract specific data from credit card statements such as Transaction amounts, Merchant names, Transaction dates, and also the ability to convert currency and combine rows. - Extract specific data from bank statements like Account balances, Transaction descriptions, and Check numbers. Ideal Skills and Experience: - Proficiency in A...

I need a Python script that will help automate various tasks. Key tasks for this automation include: - File Management: the script should enable the organized handling of Word documents and Excel spreadsheets. - Data Entry: automation for data entry tasks. - Email Sending: automation for sending emails. The ideal candidate for this job should have: - Strong experience with Python scripting and automation. - Understanding of file management concepts and libraries in Python. - Ability to implement automated data entry and email sending functionalities. Looking forward to finding a professional who can deliver efficient, clean code for this project.

As a Golang Developer with experience in IT consulting, you'll be a key player in the team working on our new web application. Key Responsibilities: - Developing the web application - Integrating various APIs - Managing the database You should particularly have: - Strong experience in Golang web development - Proficiency with Gin and Beego frameworks - A minimum of 8 years of experience in IT consulting We're looking for someone who can work efficiently both independently and as part of a team. Your commitment and attention to detail are crucial to the success of this project.

I am looking for experienced mobile app developers to create a unique app with robust e-commerce capabilities. While I have no specific preference for a coding language, your skill in Python, JavaScript, or PHP should be commendable. Key Requirements: - Versatile in coding, with proficiency in Python, JavaScript or PHP - Prior experience in developing mobile applications - Extensive knowledge in integrating E-commerce functionalities The main objective of this project is to bring forth a user-friendly and efficient mobile application. Your role would be pivotal in achieving this, and ample experience in this field would be preferred. Please submit your bid with an outline of your proposed plan and relevant portfolio showcasing your skills in mobile app development and e-commerce integr...

Need Flask Expert to fix issue

For article I need a Technical Writer to support me in documenting the methodology and results/conclusions of my Python code in deep learning, focusing on Natural Language Processing. Ideal Skills and Experience: - Proficiency in deep learning and specifically in Natural Language Processing - Strong technical writing skills, with a background in documenting methodologies and results in the field - Ability to understand and interpret Python code in the context of NLP - Experience in conducting evaluations and drawing conclusions from NLP projects The main objective of the Python code is not specified, but the writer will need to make sure the documentation is comprehensive and covers the methodology used, the results achieved, and the conclusions drawn. The successful candidate will need ...

I'm seeking a knowledgeable expert to create an algorithmic trading strategy for stocks. The algorithm should be designed and optimized specifically for day trading. Ideal skills and experience needed: - Extensive knowledge and experience in designing algorithmic trading strategies - In-depth understanding of the stock market dynamics - Prior work experience with moderate-risk trading strategies - Strong problem-solving skills and ability to think algorithmically - Proficiency in a programming language typically used for designing trading algorithms, such as Python, C#.

I am seeking 6 developers with a well-rounded set of skills and experience in various programming languages and frameworks. Key Responsibilities: - Proficiency in Front-end development using React, Back-end development using Django, Mobile app development using Angular or React Native. - Able to code in JavaScript, Python, and Java. The project will involve a blend of tasks that encompass different languages and frameworks, so an understanding of each is crucial. Ideal Skills and Experience: - Extensive experience in Front-end, Back-end, and Mobile app development. - Proficiency in JavaScript, Python, and Java. - Familiarity and expertise in working with React, Angular, Django. - Strong problem-solving skills. - Excellent communication and teamwork abilities. Please include in your ...

Se trata del desarrollo de un sistema electrónico de control, basado en Raspberry para la lectura de sensores (Spo2, PH, temperatura, espuma, etc) y el control de sistemas de (calentamiento, bombeo ingredientes, agitación, bombeo aire) , utilizará una tablet y un panel de Thingsboard como interfaz de control y monitorización. El trabajo consiste en el diseño de una PCB de integración modular de los elementos y la programación del sistema de control así como las pruebas y puesta en marcha.

I'm looking for a skilled programmer who can help me build a TCP-based socket programming system using C++. Key Requirements: - Proficiency in C++ and socket programming: Your expertise in C++ is crucial to building this system. - Experience with TCP: I need someone who has worked with TCP before to ensure a smooth and efficient development process. Ideal Skills: - Previous experience with low-level programming and system programming would be a plus. - Familiarity with network programming principles is highly desired. Please share any relevant experience you have in the field of network programming, particularly with socket communication and TCP.

Looking for a Full Stack Developer >6 years of experience in agile development of scalable SaaS apps in the cybersecurity area: Improve our app (URL Risk assessment) Improve our app (Domain Typosquatting) Improve our project (Darknet Monitoring) Create an app "hackerview" for passive attack surfave enumeration Create an app for detecting spoofed social media profiles Create an app to scrape ransomware threat actor website and maitain stats about those sites Improve an existing app to monitor paste sites Mininmal Tech Experience: MERN, REST API (JWT), Django, Python, Github, CI/CD, Celery, Redis, Linux, Postgress, Kubernetes, Docker, Nginx, JS, HTML5, Protocols (DNS, SMTP, SSL, HTTP..).Detailed app specifications will be shared at a later stage. |-------------------------...

I am in need of an experienced Chrome extension developer to create some chrome extensions Key Tasks: - Develop a user-friendly Chrome extension - Implement data extraction techniques to collect and organize information from various web sources. The ability to filter and manage this data is crucial. - Set up the extension for browser automation tasks. It should be able to perform repetitive actions on a webpage without manual intervention. Communication: I prefer to manage communication with the selected freelancer through the messaging feature available on Freelancer.com. Ideal Candidate: The ideal candidate for this project should have a proven track record in developing Chrome extensions, particularly those involving web scraping and data extraction. Experience in browser automat...

I'm in need of an expert developer who can take the lead on the development of CrewAI, a platform intended to boost productivity by implementing autonomous agents. These agents will be responsible for several important tasks, mainly focused on data analysis, process automation, and digital marketing. Key Responsibilities: - Develop and implement an autonomous agent platform with Libraries of tasks, agents, tools to be organized by a user into Crews. - Ensure the agents are capable of accessing and interpreting data from a variety of sources, including databases, APIs, and websites. - Create a user-friendly Panel front end for the CrewAI platform that presents the user insights and controls of Crews in a clear and intuitive manner. Ideal Skills and Experience: - Proven experience in ...

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Estou em busca de um desenvolvedor Python experiente para um projeto que envolve a integração do WhatsApp com o ChatGPT da OpenAI. O objetivo é criar um bot que permita comunicações fluidas e traduções em tempo real entre inglês e português, utilizando as APIs do Twilio e OpenAI. Responsabilidades: Integrar a API do WhatsApp via Twilio com a API do ChatGPT. Implementar funcionalidades de tradução e correção de texto em tempo real. Requisitos: Experiência prévia com as APIs do Twilio e OpenAI será considerada uma vantagem. Capacidade de escrever código limpo e bem documentado. Excelente habilidade de resolver problemas e de comunicação.

i need someone who is a cs graduate , have knowledge with algorithm subject , and someone who did alot of project , i need someone to help me with the project the dead line of this project is at 22 may .

I'm looking for a skilled Python programmer with experience in data analysis and route optimization. The main goal of the project is to create a method to develop a route optimization system for navigating between various locations. Key Tasks: - Create a method for data analysis - Develop a route optimization system The route optimization system should focus on finding the shortest path between the multiple stops. Ideal Skills: - Proficiency in Python - Strong background in data analysis - Experience in developing route optimization systems, especially focusing on the shortest path - Familiarity with tools and libraries used in data processing and route optimization - Excellent problem-solving skills I'm looking for someone who can take ownership of this project and deliver...

Descripción: El objetivo principal de este proyecto es diseñar, desarrollar e implementar un totem virtual interactivo que ofrezca una experiencia de usuario única y personalizada mediante la integración de un asistente virtual inteligente para usar en pantallas o tablet. El totem virtual estará destinado a ser utilizado en entornos comerciales, como tiendas minoristas, centros comerciales, hospitales, aeropuertos, entre otros, con el fin de brindar información, asistencia y entretenimiento a los usuarios de manera intuitiva y eficaz. También se tendrá que poder personalizar preguntas y respuestas Características Principales: Interfaz de Usuario Intuitiva: El totem virtual contará con una interfaz de usuario mo...

I'm seeking an experienced consultant adept at various aspects of personal automation. These include: - Task management: Your expertise should cover automation of task scheduling, prioritization and reminders. - Financial management: I require automation for my finances, specifically tracking my budget and investments. - File Workflow and project management automation. - Setting up all digital systems to be reflective and assisting to having a second brain with at all times. Specifically i am looking for someone with a real skill and passion and experience in setting up digital automation to make life productivity 10X If you have prior experience in these domains, please apply. The ideal candidate is one who excels in streamlining processes to simplify life.

Jazba AI looking for Fullstack developer/AI developers/Blockchain developers who can build me a cutting-edge Web3 marketplace, integrated with AI capabilities, to cater for a broad spectrum of users. Key Skills & Experience: - Proficiency in Python, Angular.JS, , and experience in Machine Learning and AI. - Knowledge of Blockchain technologies like Solana and Ethereum. - Experience with Smart contract integration, Decentralized storage, and Tokenization of assets. - Ability to implement Generative AI and integrate with ChatGPT 4.0. - Proficiency in Third-Party Integrations like CRM, Lead Generation, Social Media, and Slack. - Previous experience with Android and iOS integration will be beneficial. The marketplace should be designed with the following features: - Smart contract integr...

I'm looking for an experienced cybersecurity specialist who can help me in conducting a penetration test on my Wix website. Key Responsibilities: - Perform a thorough penetration test on my Wix website to identify potential security vulnerabilities. - Provide actionable recommendations to mitigate any vulnerabilities found. Your Skills: - Proven experience in conducting penetration testing on websites. - In-depth knowledge of common security vulnerabilities and how to identify them. - Familiarity with Wix's platform and its specific security features is a plus. - Strong communication skills to explain complex technical issues in an understandable way. Please be aware that the job strictly involves penetration testing for the purpose of enhancing security. Any attempt at ide...

I'm working on a project using Ignition 8.1.31 and need a feature implemented. The goal is to have a dropdown list in the perspective view that allows the user to select files from a specified directory. Key Points: - The dropdown should be populated with the file names upon the user clicking a perspective View button. - The Load button should be located on the perspective view. The ideal freelancer for this job should have experience with Ignition 8.1.31 and familiarity with creating dropdown lists that are dynamically populated based on user interactions.

Data Specialist: The Data Specialist is responsible for providing information that is in databases, organizing and assembling the information so that teams can make decisions using data. Responsabilities: > Access database. > Create dashboards and analysis according to the demand of the business areas. > Update and automate dashboards that need frequent updating. > Provide suggestions of improvements in business areas. Requirements: > Mandarim is a must > SQL > Office Package > Database usage At Shein, we believe that diversity is the force that drives innovation. We are committed to creating an environment where all voices are heard, valued and respected. All our vacancies are inclusive for people with disabilities, women, black people, LGBTQIAPN+ commu...