Big data projects for beginners jobs

I'm seeking an experienced marketeer to help promote my Cryptography course. This initiative is designed for industry professionals who are beginners in the field. The course intends to offer a comprehensive exploration of critical topics including: - Public-key cryptography - Symmetric-key cryptography - Cryptanalysis You Can Check the website at "" , the course costs "1388.33$" , use Discount Code "FREELANCERMARK13" while marketing for 5% off , each sale you successfully land you will receive 100$ after providing me with the screenshot from the email that the customer receive after paying Ideal candidates for this marketing project should have: - Knowledge of the professional marketplace - Experience advertising education...

I'm seeking an experienced marketeer to help promote my Cryptography course. This initiative is designed for industry professionals who are beginners in the field. The course intends to offer a comprehensive exploration of critical topics including: - Public-key cryptography - Symmetric-key cryptography - Cryptanalysis You Can Check the website at "" , the course costs "1388.33$" , use Discount Code "FREELANCERMARK13" while marketing for 5% off , each sale you successfully land you will receive 100$ after providing me with the screenshot from the email that the customer receive after paying Ideal candidates for this marketing project should have: - Knowledge of the professional marketplace - Experience advertising education...

I need an experienced cold caller to generate sales and conversions by reaching out to businesses. Key Poi...businesses. Key Points: - Target Audience: The focus will be on B2B outreach. Previous experience in B2B cold calling is highly preferred. - Script Provided: I have a specific script for the calls. Please be prepared to follow it closely and ensure a polished delivery. Ideal Skills and Experience: - Proven track record in cold calling, especially in the B2B sector. - Excellent communication and negotiation skills. - Ability to follow a script while maintaining a natural conversation flow. - Experience in sales and conversion-focused campaigns would be a big plus. Please provide examples of previous cold calling projects you've worked on, particularl...

We are looking for Videographer in Kolkata for a event shoot. Videographer should have good cameras, studio and experience.

I'm seeking an experienced marketeer to help promote my Cryptography course. This initiative is designed for industry professionals who are beginners in the field. The course intends to offer a comprehensive exploration of critical topics including: - Public-key cryptography - Symmetric-key cryptography - Cryptanalysis You Can Check the website at "" , the course costs "1388.33$" , use Discount Code "FREELANCERMARK13" while marketing for 5% off , each sale you successfully land you will receive 100$ Ideal candidates for this marketing project should have: - Knowledge of the professional marketplace - Experience advertising educational initiatives - Familiarity with the field of cryptography Your role will involve strategy ...

I'm seeking a skilled HubSpot professional to provide me with training. Although I'm a beginner, I'm eager to get up to speed on Marketing and Sales Hubs. My primary goals for using HubSpot are to enhance our lead generation, customer relationship management, and sales pipeline management. Key Requirements: - Strong experience with HubSpot, specifically Marketing and Sales Hubs. - Prior training experience, especially with beginners. - Ability to tailor the training to my goals. Your responsibility will be to provide clear, engaging, and actionable instruction to help me utilize Hubspot effectively. You should be patient, good at explaining complex concepts simply, and able to adapt to my pace and learning style. A background in marketing automation and CRM...

I am in need of a skilled content writer who specializes in creating engaging, high-quality blog articles and website content for Various platform. The ideal candidate should have experience writing in the Various niche and be able to deliver pieces that are over 1000 words each.

...streamlining our financial processes and managing our budget. Key Responsibilities: - Streamlining Financial Processes: I'm looking for someone who can review our current processes and suggest improvements. You should have experience in implementing efficient financial workflows. - Analyzing Financial Data: You'll be responsible for analyzing our financial data, looking for trends, discrepancies, or areas of improvement. Being able to provide recommendations based on this analysis is essential. - Creating Accurate Financial Reports: You'll be expected to prepare financial statements and reports that are accurate and easy to understand, helping me make informed decisions for the business. Ideal Skills and Experience: - Proven exp...

...creative, engaging website. The website's primary goal is to engage users through an innovative web3 project. Key requirements: - Target platform: Websites - Design style: Illustrative and playful - Familiarity with web3 projects (a big plus) Your responsibilities will include: - Creating a user-friendly, aesthetically pleasing interface. - Ensuring that the design captures the essence of an engaging web3 project. - Incorporating illustrative and playful elements that resonate with our target audience. Ideal skills and experience: - Proven experience in UI/UX design for websites. - Strong grasp of design principles and user experience. - Experience with web3 design (preferred). - Ability to incorporate illustrative and playful elements into designs. If you&...

Hello, I am seeking an experienced and independent full-stack web developer who can build an advanced Django application with a professional webdesign. I hope that we can build the trust to continue this collaboration for a very long time, as I hope to grow this business rapidly. Freelancer.ph forces me to provide information about the fee, but note that fees are negotiable. Also note that this is a fairly big project, meaning that you will be able to spend many hours on this project. The application enables website visitors to submit a quotation request to this platform, after which the platform allows registered service providers to reply to this request by uploading a quotation. The application supports numerous “topics”, such as fiscal services, legal servi...

I am looking for a talented developer to create an AI Resume builder that can support multiple formats and boasts several features. Specifications: - The program should support PDF and Word file formats. - The AI technology should be able to provide several functions: Selecting templates, generating content, and optimizing keywords. - The design of the generated resume should exude a creative flair. Ideal Candidate: - Strong knowledge in Artificial Intelligence. - Proven skills in software development, particularly in building tools with creative designs. - Experience with resume building is a big plus! Together we can empower individuals to create eye-catching resumes that stand out. Let's give job hunters the creative edge they need in their job search!

I'm looking for someone who can remodel a plastic cup holder insert for a car. The current insert needs to be replicated and modified for 3D printing. The primary goal is to enhance its durability as it's intended to hold standard drinks. Key Points: - The existing cup holder insert is made of plastic. The new design should be compatible with this material. - The focus is on improving its durability. Your experience in material selection and design for durability will be crucial. - The insert will be used primarily for holding standard drinks. Ensure the design is well-suited for this purpose. - Expertise in 3D modeling and printing is a must. Previous experience with automotive parts or accessories would be a big plus. If you th...

... INR1200/day or fixed amount as decided by our project managers, for 8 hours of work on anydesk/github for adding functions 2. INR 2000/project for rebranding+testing+fixing 2 Apps systems of codecanyon like professional apps. 3. INR3000/project for rebranding+testing+fixing 3 Apps system of codecanyon like food and grocery. 4. We work from 6PM till 4AM in the morning in IST, so devs can join us after their regular working hours. We are seeking professional, only individual devs (no teams, no groups, no companies, as we are already a company), who can speak and understand English and Hindi. All devs who join our team will get recurring projects from us depending on time available with them. Timely delivery for projects is very impo...

I'm in need of a writer who's proficient in corporate finance to create a concise paper focusing on the fundamental concepts in this domain. The audience for this paper will be graduate students, so the content should be engaging and informative for individuals familiar with the field. Key requirements: - Create an overview of key corporate finance concepts: I'm looking for a paper that covers the primary theories and principles that underlie corporate finance, but in a way that's accessible and easy to understand for graduate students. - Target the graduate level: While the paper should provide a comprehensive understanding of the subject, it should avoid delving into unnecessary complexity. The ideal writer will be able to strike a balance...

...requirements: - High-Quality Animation: The animation must be extremely detailed and realistic to appeal to young adults. - Showcase Product: The video should effectively display the key features of the product/service in an engaging manner. - Fast Turnaround: I'm looking for a freelancer who can deliver this project quickly without compromising the quality of the animation. Ideal Skills: - Prior Experience: Previous experience in creating realistic 3D animations for advertising purposes is a big plus. - Attention to Detail: A keen eye for detail and a commitment to delivering high-quality work. - Creativity: Ability to come up with innovative and engaging ways to showcase the product. - Time Management: The ability to deliver the project in a timely ma...

I'm in need of a writer who's proficient in corporate finance to create a concise paper focusing on the fundamental concepts in this domain. The audience for this paper will be graduate students, so the content should be engaging and informative for individuals familiar with the field. Key requirements: - Create an overview of key corporate finance concepts: I'm looking for a paper that covers the primary theories and principles that underlie corporate finance, but in a way that's accessible and easy to understand for graduate students. - Target the graduate level: While the paper should provide a comprehensive understanding of the subject, it should avoid delving into unnecessary complexity. The ideal writer will be able to strike a balance...

I'm looking for a ghostwriter to create a comprehensive guide to intermittent fasting. The book will be in the form of an audiobook, specifically tailored for beginners eager to explore this dietary lifestyle. Requirements: - The book must be expertly written, engaging, and suitable for audiobook consumption. - It should provide a clear, simple, and detailed overview of what intermittent fasting is, its benefits, and how to get started. - I'd like the book to include personal success stories, showcasing various individuals' experiences with intermittent fasting. These stories should add depth, relatability, and motivation to the content. Ideal Skills: - Prior experience in ghostwriting, especially for health, wellness, or nutrition-rela...

I am currently seeking a virtual assistant to help me with my job hunting in the technology sector. The role of the virtual a...involve: - Job application submissions: The ideal candidate should be proficient in submitting job applications online, particularly for senior-level positions in the technology industry. This includes customizing cover letters to match job descriptions and ensuring that all required documents are submitted. Sharable resources: - resume - guide doc. Salary: $25 per week Responsibilities: - open job board platform accounts with my profile - apply for 200 proper jobs matching my profile every weekday - record them in the google sheet. Requirements: - fluent English is a must - prior experience working on similar stuff - software engineering knowled...

I'm looking for a professional who can breathe life into a 20-page Microsoft Word document (no need for you to research, I need just your creativity to adjust the document). Here's what I'm after: • Use of custom fonts for a unique look • Development of a color scheme that permeates the document • Designing an interesting yet professional header and footer and unique cover page On top of this, I need someone with proficiency in inserting tables and graphs into the document, making it more interactive and engaging. The attached document will give you an idea about what I am looking for (DON'T make it as same the attachment, just I need something similar to it) Ideal Skills for this project: Microsoft Word, Graphic De...

I'm seeking a cr...functional HTML design, suitable for distribution via email marketing software. Ideal candidates will have a strong portfolio demonstrating proficiency in graphic design and HTML. Experience in newsletter design and understanding of layout and visual design principles for web is highly desired. Your ability to create a compelling, engaging front page alongside a clean, professional layout for the remaining content is crucial. Your eye for detail and understanding of effective user experience will be key to the success of this project. Here are some musts when bidding 1. You must bid and put this is NOT an Automated bid or I will delete it. 2. Place a bid on the cost of your work. Do not bid and then ask what my budget is. 3. If you ...

I'm seeking a skilled book designer who can both capture the relevance of my non-fiction work and create a layout that complements the narrative. Tasks: * Cover design: Use your creativity and expertise to design an impactful cover with an illustrative approach. * Interior layout: Ensure a reader-friendl...retains the reader's attention and aids in a smooth read. Ideal Skills: * Previous experience in book design, specifically non-fiction. * Ability to translate my ideas into a visually compelling book cover. * Mastery of interior layout design to make the text inviting and accessible. Your portfolio showcasing similar projects will strongly support your application. I look forward to seeing your vision come to life in my project. Looking for an artistic pers...

...scheduling and booking confirmation via WhatsApp to our staff. Their responses should organise them into yes and no groups. This will help us automate repetitive tasks and sharing of information to groups of people. - CRM Management: I am an agent to film ans supply extras for background. This requires searching for certain character features of our staff. For example brown hair, 5"4 female. of male 6'2 blonde. I then send a availability check to work on certain dates and if they agree i send their profile to the production for approval. The approved staff then get added to a whatsapp "mailing list to communicate with as a group but each person receives a private message. - Contact List Management: I also need the CRM to have a robust Contact...

Logo Name: WELLMORA PHARMA Keep wellmora in top big font pharma you can keep down to the wellmora and keep small font wellmora means peacock so i want to see growth in logo it should be unique and good looking

I'm in need of creating a series of articles that will provide investment tips specifically for beginners in the Bitcoin market. These articles are supposed to be clear, concise, and easy to follow for someone who may be new to investment in cryptocurrency. Ideal Skills and Experience: - Demonstrated experience in investing in Bitcoin and other cryptocurrencies - Previous experience in writing articles for beginners, especially in the field of finance and investments - Strong understanding of the technical aspects of Bitcoin and other cryptocurrencies - Ability to write in a professional and technical tone.

I'm looking for an expert to deliver a hands-on training on how to use a Digital Sound Board. I'm a beginner and my goal is to learn how to manipulate sound controls effectively. The prospective freelancer should be able to: -Know the design for a Church praise and worship team -Train users how to use the sound Board -Train users how to a set up Microphone sound. -Able to set up the vocals and microphones for each singer - Guide me through the intricate functionalities that a Digital Sound Board offers - Translate technical jargon into a simple, understandable language - Provide real-time feedback and clarification on my methods - Have exceptional patience and communication skills - Set up the sound -Set up the microphones for correct sound. -This is...

I am in need of a virtual assistant who can commit less than 10 hours weekly. The key tasks would be: * Making calls * Conducting research * Assisting in book creation Although I'm open to beginners, I value a great work ethic, good organizational skills, and, above all, a proactive approach. Excellent communication skills are also appreciated. I look forward to working with a dedicated and reliable individual.

I need someone to create social media profile on FB and Insta, manage the social media handles, generate leads for business, run webinars. One part is managing social media handles. Another part is create leads. The target audience are small & medium scale businessmen who are looking for branding solutions, business consultancy, brand consultancy. Businessmen who wants to make their brands big and noticeable which will bring growth on business. More details: Which digital marketing channels are you currently using? Social media, Search engine optimization (SEO) What are your primary marketing goals? Generate leads, Drive website traffic Who is your target audience for your digital marketing efforts? B2B (business to business)

I'm in need of a versatile illustrator with experience in a variety of styles. Primarily, I'm looking for anime-style illustrations, but I'm also interested in digital art. The project I have in mind requires a combination of different styles for a cohesive look. Ideal skills and experiences include: - Proficiency in anime illustration - Strong digital art skills - Previous experience in combining different styles - Animation experience would be a big plus Would love to see a diverse portfolio showcasing your various styles and animations. Looking forward to working with a talented artist who can bring a unique and creative vision to life.

I have code for login trading accound and fetch token data. I need to update more data from the code to my system.I need to collect live data from the web and candle stick, Mins Intervals are in Dropdown box, I can choose any minutes interval, I need you to collect Last 5 candle data from the Excel in the web and other details for each token, I will give token name in the excel, It will automatically display the rows of data. If i chanage time interval it will display those data only. Need ot automate the buy/sell order Note: I dont know about coding, If you install the code and run successfully at my system thereafter I will hire you and release the payment. If you agree this term you will apply this task Budet is 600 INR and Good ...

I'm looking for a skilled UI/UX designer with experience in creating visually appealing and user-friendly website designs. Key Requirements: - Develop a visually appealing, bright and colorful website design in line with our existing brand guidelines. - Prior experience with UI/UX design is necessary. - A good understanding of user behavior, user psychology, and how to design for the best user experience is a big plus. Ideal Skills: - Proficiency in UI/UX design tools such as Adobe XD, Figma, Sketch, etc. - Strong experience in designing websites, with a portfolio showcasing bright and colorful designs. - Understanding of responsive design principles. - Ability to work within brand guidelines, while still pushing the boundaries to create something new and uni...

I'm looking for a skilled developer to help me create a finance website. I'm in need of someone who has a strong background in web development, particularly in creating intuitive user interfaces and crafting user-friendly web applications. Since the questionnaire was skipped, the website will require a range of functions, such as account registration and login, portfolio tracking, and possibly investment calculators. We can discuss the specific functionalities in more detail once we're in touch. If you have experience in finance or fintech, that would be a big plus, but it's not a requirement. The successful freelancer should include past works and experience in their application. I'm particularly interested in seeing examples of websites and applic...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

Hello, I have a big project going on. Leclerc supermarket contacted me to set up ants in their new petshop in the city of Saint-Parres-aux-Tertres. They want a huge vertical ant farm to attact visitors and catch their attention with this amazing display. Would you like us to work together on this project as well? There is a meeting on Monday and the first thing I'd like to have is a sketch, like a basic drawing or render of what it could be like, so I can introduce it to them.

...need a big wordpress website 56BG moving from a slow reseller account to a VPS. No configuration necessary as keeping same domain name Current website is very slow and couldn't take a back up using updraftplus plugin I need all files and Database copying to new server and testing that it function OK I am in need of a specialist with broad experience in WordPress platform to move my website from its current location to a Virtual Private Server (VPS). Requirements: - Comprehensive knowledge of WordPress site architecture and components. - Extensive experience in website server migration, particularly to VPS hosting. - Ability to ensure that no data is lost during the migration process. - Skilled in backup creation and restoration. - Familiarity with DNS and IP c...

Hi, I open this request in advance because we have a big project for which we have little time. We need to translate several documents from Italian to German, destination Switzerland. Currently we are still doing OCR, which will be ready by the beginning of next week and I'm going to send you all the files afterwards. The deadline is June 5, which for the amount of text is not very generous.

I'm in need of an individual wi...should have experience dealing with dependencies in Java applications, and be able to streamline and optimize these processes. - Configuration, release, and runtime processes: You'll also be responsible for ensuring that our application's configuration, release and runtime processes align with 12-Factor App best practices. In addition to your technical expertise, a strong understanding of software architecture, system design and the ability to communicate complex information clearly are all highly desirable for this role. Experience in application refactoring and working with large codebases is a big plus. If you're passionate about clean, scalable code and have experience applying the 12-Factor App principles to J...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

I'm in need of a talented copywriter to create engaging and motivational content for a radio spot. The aim of this project is to promote a product or service to a young adult audience, aged between 18-35 years. Your primary goal will be to craft inspiring content that connects with this demographic, encouraging them to take action, or consider a new perspective. The overall tone should be upbeat, motivational and forward-thinking. Ideal skills and experience for this project include: - Proven experience in creating persuasive and engaging copy - An understanding of the young adult market - Ability to use language and tone to evoke emotions and drive action - Familiarity with radio advertising is a bonus, but not essential. I'm looking forward to working with so...

I'm looking for a skilled app developer to create a social networking app like a dating site for both iOS and Android platforms where people can connect , chat and video call randomly but it must be paid for the users. Key Requirements: - The app will primarily serve as a social networking platform. - User profiles should be fully customizable. This means users should be able to edit and personalize their profiles to reflect their individuality. Ideal Skills and Experience: - Proven experience in developing social networking applications is highly desirable. - Strong proficiency in both iOS and Android app development is essential. - Prior experience implementing fully customizable user profiles is a big plus. - A keen eye for user experience (UX...

...and the selected professional will be considered for future collaborations. I don't need edited videos. Videos should be original not from youtube or any other platform. I'll pay 10$ per video. Video should be at least 5 min long and without watermark. You can make as much videos as you can. you can make multiple videos of same vendor/shop/restaurant but not more than 5. Key Requirements: - Create engaging and visually appealing street food preparation videos in 1080p resolution - No specific geographic location required - you can shoot from anywhere - Experience in shooting food-related content is a big plus The ideal candidate will have: - A passion for street food and food culture is welcome. This project is a great opportunity for a talent...

...academic knowledge to real-world accounting projects and build a professional portfolio that stands out to big companies. To achieve this, I'm looking for experienced freelancers who can guide me in the following areas: - Identifying freelance opportunities that match my skill level and academic schedule. - Mentoring on practical accounting tasks, industry-standard software, and effective work strategies. - Networking with professionals and companies in the accounting and tech sectors. - Advancing my understanding of how accounting principles apply to businesses using Google's tools and services. Ideal candidates for this mentorship and guidance project will possess: - A strong background in professional accounting with a track record of working ...

I am in need of a skilled social media expert who can help me post a donation link across multiple platforms. The task is urgent and I need it done ASAP. - I'm looking for someone who's proficient with Facebook, Twitter, Instagram, TikTok, and Snapchat. The project requires posting the donation link ( gofundme ) for family live in Gaza across all these platforms. - The ideal candidate should have a thorough understanding of these platforms and how different users interact with each, as well as how to engage a diverse audience. - Previous experience with donation campaigns is a big plus. - I am looking for someone who can work quickly and efficiently, as the project needs to be completed as soon as possible. If you think you have the skills and avai...

I'm looking for a digital marketing expert who can help me with social media marketing and search engine optimization (SEO). Key Requirements: - Proficiency in Social Media Marketing: You should be well-versed in creating strong social media campaigns, engaging content, and increasing our followers - In-depth Knowledge of SEO: You must be able to optimize our website for search engines, boost our rankings and increase organic traffic Additional Information: - Target Audience: Portugal - Deadline: It will be a monthly fixed price long term job Ideal candidate will have strong experience in both social media marketing and SEO, and demonstrate a deep understanding of the demographic. A proven track record of delivering results within tight deadlines is a big plus...

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I'm looking for an expert specialized in Computer Science (CS), Electrical Engineering (EE) and Mechanical Engineering (ME) to assist me with academic projects particularly focused on Power Systems with emphasis on Renewable Energy Integration. This will require: - Profound knowledge of Computer Science, Electrical and Mechanical Engineering concepts - Expertise in dealing with Power Systems, specifically Renewable Energy Integration into Power Systems - Tools Matlab, Python - Algorithms development Expect your assistance to be comprehensive, covering all bases to ensure outstanding outcomes. Your bid should demonstrate your expertise in these areas.

I'm looking for a talented animator to create a 3D animation with a sci-fi theme. I have a specific vision in mind; I'd like an animation of the librarian ghost from ghostbuster so I can loop it using a projector for my Halloween display. Key elements that need to be included in the animation are: - The librarian ghost - this is the central character and should be a major focus of the animation. - the ghost needs to appear to be floating - the ghost will start out looking human but then change to a scary looking ghost - the ghost is the only element needed and will be on a black background - The animation will mimic the scene from the movie ghostbusters seen here. Ideal Skills and Experience: - Proven experience in 3D animation, especially

I am in need of an experienced pr...someone who can navigate these systems seamlessly and proficiently implement them. - Experienced in e-Learning platforms: Prior work on similar projects would be a big plus. This would ensure you understand the nuts and bolts of what we're trying to achieve. - Capable of working independently, demonstrating a high level of initiative and problem-solving abilities. The project will require significant customization, the details of which will be shared in due course. Interested applicant will be required to meet up in-person to discuss and evaluate their skills, experience, and understanding of the project. This will allow us to assess your potential fit for the role and give you an opportunity to demonstrate your proficiency in ...

As a client, I'm currently seeking a skilled academic writer focused on social sciences. I’m working on a research paper and am in need of expert assistance to ensure the project is executed effectively. More about what I'm looking for: • Demonstrated Experience: I need a freelancer who has previously worked on academic writing projects, specifically research papers. Experience in social sciences and agriculture is a big plus. Job: Write an ABSTRACT of 250 words This opportunity is perfect for those who thrive in academic writing and are able to fulfill the requirements in an effective, timely manner.

... INR1200/day or fixed amount as decided by our project managers, for 8 hours of work on anydesk/github for adding functions 2. INR 2000/project for rebranding+testing+fixing 2 Apps systems of codecanyon like professional apps. 3. INR3000/project for rebranding+testing+fixing 3 Apps system of codecanyon like food and grocery. 4. We work from 6PM till 4AM in the morning in IST, so devs can join us after their regular working hours. We are seeking professional, only individual devs (no teams, no groups, no companies, as we are already a company), who can speak and understand English and Hindi. All devs who join our team will get recurring projects from us depending on time available with them. Timely delivery for projects is very impo...