Uci dataset csv trabalhos
I'm seeking an experienced AI developer to create a cutting-edge predictive analytics model that will focus on forecasting market trends within the finance sector. CORE IDEA IS TO FIND THE PEAK ROW FROM SIGNAL ROW TO NEXT SIGNAL ROW( FROM CSV DATA FILE). FOR THIS USE THE L1 TO L100 COLUMNS DATA, PEAK SHOULD BE BASED ON CLOSE COLUMN VALUE, BUT SHOULD USE L1 TO L100 COLUMN DATA FOR IT. Key project elements: - Design and develop a robust AI model tailored for market trend analysis - Utilize historical financial data to predict future market movements - Ensure high accuracy and reliability in forecasting to support strategic decision-making Ideal skills: - Proficiency in machine learning and predictive modeling - Strong knowledge in finance and stock market behavior - Experti...
Need of a proficient Python programmer to amend my application's data write execution output. Currently, the app writes output data in a CSV format and I want this changed to Excel. The App is weather related and data is extracted from grib files so experience in this would be beneficial. -Proficient in Python programming -Grib files knowledge beneficial -Strawberry perl knowledge beneficial -Change Write output files csv currently to excel Please submit your proposals along with how soon you can complete this project.
- Construct a dataset of US imports spanning the previous decade. - Perform both descriptive statistics and regression analysis on the formed dataset.
...completion of this project. - Essential Skills: - Proficient in data entry with a keen eye for errors. - Ability to manage and process large volumes of data. - Experience with text, numeric, and image data input. - Project Details: - Input text, numeric, and image data accurately. - Cross-reference entries for consistency and quality. - What I Will Provide: - I will supply a sample dataset. - Clear instructions and required formats. - Project Scale: - The job involves more than 500 data entries. Ideal Candidate: - You have prior experience in handling large-scale data entry projects. - You can work efficiently without compromising on the quality. - You are comfortable working with different types of data. - You are available to start immediately and can...
I need an expert Excel freelancer to create a spreadsheet that enhances my data analysis capabilities with efficiency and accuracy. Key Requirements: - Incorporate basic mathematical operations – addition, subtraction, multiplication, division. - Ability to import data seamlessly from existing files, particularly CSV and Excel formats. Desired Features: - Capacity to organize and format the data for clear understanding and easy manipulation. Ideal Skills: - Proficient in Excel formulae and functions. - Experienced with data importing and manipulation. - An eye for detail to ensure accuracy in calculations. I skipped the output format, but I prefer a freelancer who can suggest optimal ways to view and interpret the data. If you have a proven track record in Excel da...
Dear Freelancer(s), I have a list of 5.500 company names of mortgage advisors in The Netherlands. This list contains general contact information about the company. For e-mail purposes we would like make this list more personal approaching decision makers / directors within the company. Therefore we would like to enrich our dataset. This can be done manually or by scraping websites. I have added a sample of ten mortgage advisors as an attachment. The enrichment should take place in our Excel file marked yellow. I would like to work with the freelancer that succeeds this job. Please let me know if this job suits you by completing the sample.
I'm looking for a skilled professional with proficiency in web scraping to assist my team in extracting text data for our ongoing projects. **Data Collection Requirements:** - Focus on text data extraction from various sources. - Initially a one-time task, later requiring updates bi-monthly or monthly. **Data Formatting:** - Data should be organized and delivered in CSV/Excel format for ease of use. **Ideal Candidate Skills:** - Proven experience in web scraping and data extraction. - Expertise in data cleaning and formatting. - Ability to schedule and automate data scraping tasks responsibly. - Attention to detail to ensure data accuracy. Looking forward to collaborating with a meticulous and reliable freelancer to help us manage and utilize data effectively in our proj...
Seeking a Power BI expert to craft interactive sales reports which will allow us to visualize key performance indicators at a glance. Details: - Connect and transform data from multiple sources including databases, Excel/CSV files, and cloud services. - Create robust, dynamic reports highlighting sales trends, providing actionable insights. - Ensure reports are user-friendly for non-technical team members. Skills Required: - Proficient in Power BI and DAX. - Experienced with data modeling and complex report visualizations. - Ability to integrate varied data sources into a cohesive reporting system. Ideal Experience: - Prior experience with sales data reporting. - Understanding of the sales sector's KPIs. - Strong analytical and problem-solving skills. This project is cr...
I'm in need of an adept AI developer with substantial experience in Flowise OpenAI model training, dataset preparation, and hyperparameter tuning. The project entails the development of a custom tool bot that's specially designed for my needs. Key Features: - Integrated with third-party APIs, particularly POS and CRM systems. - Automated data analysis and text parsing to generate insightful reports. Skillset: - Proven experience with OpenAI platforms, especially Flowise. - Demonstrated proficiency in training AI models and adjusting hyperparameters. - Capable of preparing comprehensive datasets. - Extensive experience in integrating third-party APIs, especially POS and CRM. - Must have good knowledge of automated data analysis and text extraction.
I'm looking for a talented individual who can swiftly an...Requirements: - Proven experience with web scraping tools and technologies - Strong understanding of web structure and ability to extract clean text - Ability to deliver quickly due to ASAP time constraint Ideal Skills: - Proficiency in Python, specifically libraries like BeautifulSoup or Scrapy - Experience with pagination and multi-level scraping - Familiarity with data storage formats (e.g., CSV, JSON) Expectations: - Prioritize extraction without site disruption - Handle challenges like dynamic content, AJAX, or JavaScript-rendered pages A proactive approach and strong communication skills are essential for this task. If you have experience with high-speed data extraction and can meet tight deadlines, I'd lo...
...send-outs. Here's a breakdown of the exact features I'm seeking: - Auto-send Functionality: The ability to configure the app to automatically dispatch pre-set SMS messages to select contacts. - CSV Import: The app needs to facilitate the manual addition of phone numbers or even allow for the import of contact numbers via a CSV file. -The app needs to save the contact numbers in the application itself, not in the contacts that are normally stored on the phone. Contacts should be able to manually be updated to add a name and also a comment once they are added by clicking update. However, the initial csv file will only contain phone numbers and the contacts will be created initially from the files' upload. -The app then needs to send the message that...
Seeking a skilled developer to create a webcrawler/websc...address - Contact information - Carry out this extraction process monthly to help me keep up-to-date with the recent listings. - only adds the scraped data if the listing price is at least $10,000 less than the estimated value of the home. -it only scrapes data feom houses listed for sale by owner -it scrapes every known zipcode in the United States - Collate and deliver all extracted data in a CSV file format for easy analysis and use. Proficiency in Python with libraries such as BeautifulSoup, Selenium or Scrapy is required. Previous experience with real estate data scraping would be advantageous. Familiarity with 's structure and anti-scraping measures is a must. Address your understanding of the project in your...
I'm looking for a skilled AI developer to create a multimodal model for accurately classifying emotions, leveraging the IEMOCAP dataset. The model ultimately needs to be developed using Python, as that's the language I'm comfortable with. Experience in creating multimodal AI systems, specifically for emotion classification, is crucial for this job. Also, familiarity working with the IEMOCAP dataset will be highly advantageous. To cut it short, 1) the dataset sizs is 8K records, data (audio, text and spectogram images) are all processed and parsed. 2) the goal is to build a deep learning model using Pytorch (tensorflow is an option too) where we compare the results of each modality separately, vs Multimodal using early, join or late fusion 3) I have ...
I need professional help with Excel data entry. The task will involve the following: - Entering a medium-size volume of data; be...means creating charts, graphs or other visual representations of the data. This should help highlight key information and trends in the dataset. The ideal freelancer for this job will have: - Proven experience with data entry in Excel. - Proficiency in data visualization techniques inside Excel. Please provide examples of your previous work or a portfolio showcasing your data visualization skills. - Strong attention to detail to ensure the accuracy of data entered. - Ability to deliver the project within the agreed timeline. By the end of this project, I expect to have an Excel sheet with accurately entered data, plus detailed visualizations of th...
...names** and **address information**. - Deliverables in **CSV format**. - No need for geocoding; only names and addresses are required. --------------------------details ---------------------------------- I want you to screep data from placeAPI of Google map by JavaScript I already have API key,and I'd like to have address and name of the place meets to below condition ・place that hits by searching for "物流センター" ・place that in 55km of radious from latitude=35.458663,longitude=140.392842 ↑ I want to have all place data in googleMap meets to this condition ------------------------------------------------------------ Ideal Skills: - Proficiency in JavaScript. - Familiarity with Google Maps PlaceAPI. - Experience in data scraping and output to CSV. - St...
Objetivo: Extraer los precios actuales de una lista de 200-300 códigos de productos previamente def...categoría de "Repuestos para autos y motos" de MercadoLibre Argentina. Alcance: Recibir el listado de los códigos/SKUs de los productos a monitorear (serán proveídos por el contratante) Extraer de forma automática los precios actuales de esos productos en MercadoLibre Argentina, ya sea por medio de la API de MercadoLibre o técnicas de web scraping. Entregar los resultados en un archivo CSV o Excel con los códigos de producto y sus precios correspondientes. Automatizar para que la extracción de precios se pueda repetir semanalmente o con la frecuencia que se requiera. Brindar soporte en la...
The Advanced Contact Information Web Scraper is a sophisticated tool designed to automate the collection of business name and address information from targeted websites. Once it gathers the initial set of data, it leverages Google Search and Google Maps APIs to enrich this dataset with additional contact details, specifically phone numbers and website URLs. The scraper operates in two main stages: 1. Data Collection Phase: It navigates through specified web pages or directories, intelligently identifying and extracting business names and their physical addresses. This phase utilizes advanced parsing techniques to accurately discern relevant information from other text on the page, ensuring high-quality data extraction. 2. Data Enrichment Phase: With the collected names and address...
...consistent focal depth. Project Objectives: Advisory on Synthetic Dataset: While the synthetic dataset will be prepared and provided by our team, your insights on the type of data and variations needed to effectively train the algorithm would be invaluable. This includes guidance on the range of embryo structures and focal planes to include. Algorithm Development: Employ the 3D U-Net architecture (or recommend another suitable deep learning model) for synthesizing z-stack images into cohesive 3D structures. Your role will involve developing, training, and fine-tuning this model to achieve optimal performance. Model Optimization and Validation: You will oversee the training process, utilizing the provided synthetic dataset to enhance model accuracy and efficiency...
We got a CSV File of a Supplier which contains tecdocID of product. We need a spreadsheed which connects these to the Tecdoc Datapackage. Our target is to import the data into our Plentymarkets system. We dont have the Tecdoc Datas so they have to be supplied b freelancer to make sure the Category structure and Partinfos are connected correct.
...- Seller - Administrator Each of these roles will have their specific set of functionalities to streamline processes on the platform. The site should boast some key features, including: - Product Listings: An easy-to-use system for listing and categorizing products. - Messaging System: A robust and secure communication channel between the buyer and the seller. - CSV Stock Import: The ability to import stock details via CSV files. - HPI VRM Lookup: A system for vehicle checks via VRM lookups. - API Data Feed Out: Compatibility with external systems through API data feed outputs. It's crucial for the platform to incorporate a secure payment method, with a preference for bank transfers. The perfect candidate for this project will possess an advanced knowledge of Lar...
I am currently facing issues with incorrect data types within my dataset. This project primarily revolves around data cleaning, and I specifically require extensive cleaning of numeric data. As we progress, you'll be asked to: - Redefine incorrect numeric data types. - Confirm the accuracy of the changes. Any freelancer interested in taking up the task should have significant experience working with data cleaning, especially numeric data. Proficiency in data type conversion is vital for this project. I would appreciate someone who can identify and fix incorrect data types quickly and efficiently.
...and exportation. Here are my primary requirements: - Accurately scrape: - Business names - Physical addresses - Contact phone numbers - Develop an administrative panel that enables: - The exportation of the collected data - Desired export formats: - Excel or CSV file for easy manipulation and analysis Ideal Candidate Should Have: - Experience in web scraping, particularly with Google Maps API or similar - Proficiency in developing admin panels with export functionalities - Expertise in managing data in Excel/CSV formats - Strong understanding of ethical scraping practices and data privacy laws An exceptional freelancer would also suggest improvements or offer additional features that could enhance the project's functionality or user experience. If you h...
I am seeking a professional experienced in HTML/CSS/PHP/JAVA to create a report display system that fetches financial data from a MySQL database. Key requirements: - Data should be displayed in a visually engaging graph format on the screen. - The program should allow data exportation to PDF, Excel, and CSV formats. - The design should include a comprehensive column for totals and a professionally designed header and footer for each report. Ideal freelancer candidates should have a proven track record in database management, front-end web development, and data visualization. Knowledge and experience in financial data handling are also preferable.
I'm in need of an Adobe InDesign CC script that will facilitate the automation of several repetitive tasks within my workflow. Specifically, the script's primary function will be t...tasks within my workflow. Specifically, the script's primary function will be to: - Match headers and data from my and files respectively - Match the data with the corresponding labels within Indesign file, - Crop and save the matched data separately and save automatically For this project, I require a freelancer with proven experience in InDesign scripting and handling of CSV files. Familiarity with automated cropping and saving processes in InDesign will be particularly valuable. Efficiency, accuracy, and attention to detail will be key attributes for successful completion of thi...
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I am in need of a comprehensive Xactimate price list CSV with construction cost estimates in the Austin, TX market for February 2024. In order to provide timely and accurate project forecasting, the list should be comprehensive and up-to-date. It's critical to complete this project as soon as possible. Skills and Experience: * Basic understanding of Xactimate software * Ability to export pricing or copy and paste into a csv or Google Sheet. Job Scope: • Develop an Xactimate price list for February 2024 - Austin, TX • Place in a Google Sheet with a tab for each category • Ensure pricing list is all-inclusive and current I need everything (all line items) from the following categories: RFG, SFG, PNT, CNC, AWN, DOR, CAB, DMO, CLN, TMP, WDR, WDW, WDA, WD...
I'm seeking a seasoned developer or data scientist to create a robust predictive model intended for sports betting, incorporating a diverse dataset that I'll provide. Key requirements include: - Developing a machine learning algorithm or application. - In-depth focus on Soccer, Basketball, American Football, and Baseball. - Utilizing and correlating complex datasets: historical match results, player performance statistics, betting odds history, numerology, and Chinese astrology. Ideal Candidate: - Solid experience in sports betting analytics. - Proven record in machine learning and algorithm development. - Expert in data analysis and predictive modeling. - Ability to extract insights from varied datasets. - Strong coding skills - Python, R, or similar. - Previous experi...
...utilize open libraries to merge a Word document (template) and the results of a SQL Query (SELECT * FROM WHERE RECORDID = RecordID) containing student data, then produce a resulting PDF file. * Handle any Input-Output errors that might occur during the operation. Instead of retrying or ignoring the error, the operation should be terminated and the function should return 'false'. * The CSV file uses a comma as the delimiter and will contain a header. This task requires significant experience with C#, .Net, and handling files in various formats (especially Word, SQL, and PDF). Working with open libraries and detailed error handling is also necessary. Fluent communication in English and promptness in updating about progress are equally important. Please showcase any sim...
We need to import CSV file with image links into WordPress woocommerce website. It is a csv file with product variations
I'm in need of expertise for a Kaggle competition. I skipped questions related to objectives and prior machine learning usage, indicating a need for guidance in these areas as well. The dataset being worked on is small, containing less than 10,000 records. The ideal freelancer: -Has a strong background in machine learning -Can suggest and implement strategies to improve accuracy and optimize model performance -Is proficient in feature engineering -Has experience in handling small datasets, and can effectively manage potential issues related to overfitting or sparse data. You'll be creating an effective solution for the competition, while educating me in the process. Looking for accuracy of 98 %
I am seeking a skilled data collector who can compile an extensive list of funeral home businesses in an...Website URL - URL Please let me know: 1. How many funeral home businesses you will provide, if you are not going to do all? 2. How long it will take to deliver Excel spreadsheet? As this job requires fast but accurate turn-around, the freelancer must complete it within one week. Furthermore, please make note that this project targets only active and operating funeral homes. The dataset should not encompass businesses that are no longer in operation. The ideal freelancer for this assignment should be experienced in data gathering and excel spreadsheet organisation. Familiarity with the funeral home industry or related businesses may be beneficial, though not necessary.
I am seeking a Visual Basic Specialist to modify a script that I use daily at my job. The script has been effective for many months, but due to a recent update in our company's software, it is no longer functional. The script's purpose is to translate a single txt page and extract the necessary data needed to generate a CSV file containing only the required information. This is a small project, requiring script adjustments rather than building from scratch. If interested, please send me a PM, and I will share example files with you – an old one pre-update that still works and a new file post-update that doesn't work. Additionally, I will provide some instructions.
I am looking for a freelancer who can help me with rule mining using deep learning. The project requires the following skills and experience: Programming Language: - Proficiency in Python is required fo...looking for a freelancer who can help me with rule mining using deep learning. The project requires the following skills and experience: Programming Language: - Proficiency in Python is required for rule mining. Deep Learning Framework: - There is no specific preference for the deep learning framework. Any framework such as TensorFlow or PyTorch can be used. Dataset Size: - The expected size of the dataset is small, less than 1GB. The dataset needs to be studies and then rules need to be generated using the method followed by a research paper and new modification...
...permitted, with the cost not exceeding $1 per complete account scrape. - The script must handle pagination to ensure all posts from an account are scraped. - Implement proper error handling to manage rate limits and connection timeouts. - Ensure the script is user-friendly, with clear instructions on how to run it and specify the target account. - The data should be exportable in a common format such as CSV or Excel. Deliverables: - A Python script (.py file) that fulfills the above requirements. - Documentation on how to set up and run the script, including the installation of any dependencies. - A sample output file demonstrating the script's functionality. Full details in the PDF...
I'm in need of a Python expert to create a data scraper specifically for website text data. You'll be provided with an CSV list of Website names. You will need to design and implement a Python-based solution that can effectively capture the needed text data from these specific websites. Required skills and experience: - Expert knowledge of Python and web scraping - Experience with BeautifulSoup, Scrapy or other related Python libraries - Understanding of web scraping ethics and legal limitations - Proficiency in handling and processing scraped data - Excellent attention to detail, ensuring accuracy in data retrieved The text data acquired from this project is of high importance therefore, accuracy and efficiency in providing the solution will be regarded highly.
I'm in need of a freelancer with expertise in product listing, specifically from Amazon to eBay. The task involves listing 50,000 products through a CSV file. Proficiency in this area is key for a successful bid. Herewith are the requirements: - Must be proficient in Amazon platform for product listing. - Should demonstrate past work related to product listing, especially from Amazon to eBay. - The past work shared should focus on the completed projects. Please ensure to include these details in your proposal. Amazon platform expertise backed by proven experience can open doors for a longer-term business relationship.
Dengan Hormat, Terimakasih atas penawaran yang di berikan, saya dengan senang hati mengajukan penawaran harga untuk pekerjaan enhancement “Format Excel CSV”. Best Regards, Dewa Aditya
Looking for a freelancer with a D7 Lead Finder subscription to scrape and verify/clean B2B leads in the UK. Customize lead lists based on criteria like industry and location. Deliver in CSV/Excel format. Experience, timely delivery, and commitment to data accuracy are key. Essential Data Points: - Company names - Contact information: Emails, phone numbers - Industry-specific details Preferred Data Sources: - D7 Lead Finder - LinkedIn - Yellow Pages - Relevant finance industry directories Ideal Candidate Attributes: - Proven experience in web scraping and data mining - Proficiency in using scraping tools and LinkedIn for lead generation - Ability to filter, organize and clean data efficiently - Strong attention to detail and accuracy Your responsibility will be to provide a compr...
I'm seeking an expert in web scraping to diligently collect a comprehensive list of URLs directly from Google searches. Here's what this project entails: - Collecting URLs from Google search results pages. - Using a specific query format: "site: {city name}". - Compile URLs from the Google SERPs into CSV format The ideal freelancer for this role would have: - Proven experience with web scraping tools and techniques. - Familiarity with Google search result patterns. - Capability to work with dynamic search queries. - Understanding of ethical scraping practices. - Experience in handling large datasets and information extraction. The task will require someone meticulous and reliable, as accuracy is crucial for the project's success. If you have a portfolio ...
With my project, I am going through the task of data cleaning and preprocessing specifically with numerical data. I am currently struggling with outlier handling within this dataset. I will appreciate a freelancer with strong skills and experience in: - Python programming - Extensive data cleaning and preprocessing experience - Efficient outlier detection and handling - Experience with numerical data If you have proven experience in these areas, I would love your support to guide me through my project.
I urgently require a skilled Django developer to tackle some critical issues and get my web app up and running smoothly on a Linux server. Here's a snapshot of the immediate tasks: - **CSV Upload Fix**: The admin CSV upload feature is failing during the process. This is the top priority, as it's critical for our data management. - **Server Request Resolutions**: Several requests are not being handled properly by gunicorn server. Identifying and rectifying these failures is crucial. - **Browser UI Tweaks**: User interface glitches on desktop browsers that need to be ironed out for a seamless experience. Ideal candidate should have: - Proficiency in Django and Python for backend fixes. - Experience with gunicorn and troubleshooting server issues. - Competency in fro...
Create a dataset containing all information from all titles released between 1930 and 1980 from the following URL ,asc&ref_=kw_ref_key The search produces a long list. I need the information provided by the list and the information shown after clicking each title. For example, see the information after clicking the title Mary Kay and Johnny: Key information the dataset cannot miss: • Movie-TV tag (for example, TV episode, podcast, short film, ….TV series…TV short). • Genres • Keywords • IMDb Rating • Release year (and end year if available). • Show description. • Storyline. • Details tab: all information available, including release date, country of origin, Language, Filming
...able to: - Receive a file with videos (dataset) inside divided into test and train - A method to start the training process - A method to query the training status - A method to export the training result - A method to receive the frames from RTSP (The Real-Time Streaming Protocol) and return if the pattern is present on the - video. Example - A video explaining all your workspace and how to change the model used and how to add more parameters to improve the accuracy ## Mandatory: - GITHUB will be used. Is not accepted other platform for source code management - Deliverables on each milestone. - Use docker and the latest versions of python and tensorflow. - I DON’T HAVE VIDEOS AS DATASET. TAKE IN ACCOUNT FOR YOUR ESTIMATION - Python
...the principles of Conversion Centered Design ( see ) Key Tasks: - Design a visually appealing, user-friendly landing page. - Implement a form to collect email addresses effectively. - Ensure compatibility across various browsers and devices. - Set up FaceBook, X, TikTok, Instagram etc and link to landing page - allow export to XL spreadsheet (not CSV) Ideal Skills: - Proven experience in landing page design. - Strong understanding of UX/UI principles. - Expertise in responsive web design. - Basic knowledge of GDPR compliance for data collection. - No need for CRM integration know-how. I'm eager to work with a dynamic freelancer who can deliver a minimalist, clean design with a clear call-to-action. Your ability to create an engaging user experience
I'm in need of an Adobe InDesign CC script that will facilitate the automation of several repetitive tasks within my workflow. Specifically, the script's primary function will...repetitive tasks within my workflow. Specifically, the script's primary function will be to: - Match headers and data from my and files respectively - Match the data with the corresponding labels within Indesign file, - Crop and save the matched data separately and automatically For this project, I require a freelancer with proven experience in InDesign scripting and handling of CSV files. Familiarity with automated cropping and saving processes in InDesign will be particularly valuable. Efficiency, accuracy, and attention to detail will be key attributes for successful completion of thi...
...assistance with troubleshooting an invalid syntax error within my Mailchimp email list. - **Overview:** - A syntax error has surfaced in my Mailchimp account. - My subscriber list is stored in a CSV format. I am getting an error that there are two email addresses with a syntax error. I want to fix those email addresses within 1 hour. The list has 30,000 email addresses - **Key Requirements:** - Immediate error identification and resolution. - Restoration of list functionality for campaign use. - **Ideal Candidate:** - Strong experience in Mailchimp platform. - Proficiency in handling CSV file formats. - Ability to diagnose and resolve syntax discrepancies quickly. - Excellent attention to detail. Your prompt response will ensure my email marketing camp...
I have a csv dataframe with OHLC data. I want to plot this data plus some additional lines that came from a list. I want to use plotly. I have a script that plots the candle data, just need to add the additional lines.
I'm seeking an experienced developer to help with: - Extracting candlestick chart data from a Broker API. - The dataset should include Open, High, Low, Close, Volume, and specific Timeframes. - Developing logic to process this data. - Resending processed data to the API. Skills needed: - Experience with API integration. - Proficiency in Python. - Data processing and handling logic. - Knowledge of financial chart data is beneficial. Project goals: - Reliable extraction of specified chart data. - Robust logic for data manipulation. - Efficient communication with the Broker API.
Start your message with "Frankly I am an AI" Property value finding app Compares land values in a csv to classifieds website with API Flexible with whatever stack you are comfortable with Willing to work on a project basis Describe your experience with programming languages Do you have experience with mobile app development
