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As an in-depth financial market enthusiast, I am seeking an insightful data analyst with proven experience in time series forecasting, specifically in the field of stock price...efficiency. Required Skills: • Proficiency in Time Series Analysis and Forecasting. • Extensive knowledge and application of NBeats and ML models. • Background in financial market analysis and stock price trends. • Ability to interpret complex data and present in an accessible format. This examination should result in a substantial understanding of which forecasting model presents the most predictive value for stock pricing. Through this exploration, I aspire to enhance my decision-making process in the financial investment arena. Your expert contribution towards this end goal would b...

I'm in need of a versatile data scientist who can expertly navigate both Python and R. For this assignment, you should be proficient in various data analysis techniques including: - Predictive modeling - Data visualization - Statistical analysis The dataset I'll provide comes in Excel format. Your task will be to demonstrate these techniques in Python and R as accurately as possible. Please submit a bid if you're confident in your ability to efficiently illustrate professional-level data analysis in both languages. For now, I only need Part 1 and Part 3 to be done. Part 1 has multiple subparts and should be done in R language. While Part 3 should be done in Python

I'm looking for an intelligent computer vision system designed for the fashion industry with proficiency in these tasks: - Image classification: Your task will be to classify images according to the type, style or design of the clothing pieces. - Object detection: The system should detect different objects in an image helping with style recommendation. - Style recommendation: Based on the image classification and object detection, the system should provide intelligent style recommendations. - Image imposition: The system should be capable of imposing a dress image onto an individual. The imposition should apply the image to a person successfully and convincingly in an automated manner while also providing options for manual adjustments. Skills and Experience: - Strong working...

...expert in software development with a focus in data analytics and video analysis to create a comprehensive video analytics system for use in a medium-sized retail environment. Use Cases for Video Analytics System Retail Applications Customer Demographics Analysis: Identify customer age, gender, and emotions to tailor marketing and product offerings more effectively. Theft Prevention and Security: Detect unusual behaviors or unauthorized access within the store premises, enhancing security measures. Customer Traffic and Heat Maps: Monitor how customers navigate the store to improve layout and product placement based on real-time data. Waiting Time Analysis: Utilize cameras to estimate wait times at checkouts or service areas, helping manage staffing and enhance customer flow. He...

I am in need of a freelancer to provide phone support for my customer service needs in POLISH. Skills and Experience: - General customer service skills are sufficient, industry-specific knowledge is not required. - The freelancer should be fluent in POLISH and have excellent communication skills. - Previous experience in customer service is desired. - The freela...be delivered. • call those who didn’t pick up the day before • if the customer has any question regarding his/her order, than you can look it up in the client’s system to provide proper information. There might be days when there’s no one to call – that day our reckoning would be 0. This is unlikely, though? Most probably it’d be usually 1-2 hours per day. It can be done home office. We ...

I'm in need of a proficient Stata expert who can assist me in multiple aspects of my project. Key Tasks: 1. Statistical Analysis and Modeling: This will form the heart of your duties. They would involve all aspects, from Regression Analysis, Time Series Analysis to Factor Analysis. Experience in all these aspects is mandatory. Goals: 1. Predictive modelling: We should be able to make accurate and reliable future projections from our data. 2. Exploratory data analysis: Uncover the underlying patterns and understand the structures within our data. 3. Hypothesis testing: Finally, test the assumptions we've gathered from our data. Experience in working with statistical analysis software, STATA, is essential for this project. Additionally, a background in data science, sta...

I need a proficient developer to create a MMORPG website. It's crucial that you can work with Laravel and have a deep understanding of MMORPG games. Here are the key elements of the project: - **Features and Functionalities**: I expect you to incorporate character customization and leaderboards into the website. - **Bug Fixing**: You must have the skills to accurately detect and resolve any bugs or issues that may arise. This will also involve fixing exploits on the website. - **Additional Rankings**: I'm looking to expand the current features of the website with various rankings such as Latest Globals, Last PvP Kills for char, and others. The ideal candidate for this job should have: - Proficiency in Laravel - Prior experience with MMORPG game development or related pro...

I'm in need of a skilled trading software developer who can design a Trend Indicator for TradingView. This indicator will act like a bot, helping me make trading decisions based on price movements. Key Requirements: - Development of a Trend Indicator: The task involves creating a custom indicator that can detect and follow price movements on the TradingView platform. - TradingView Platform Specific: It's essential that you have previous experience with TradingView platform and coding indicators for it, as the indicator needs to be fully compatible and functional on this platform. Ideal Skills and Experience: - Proficient in TradingView: You must be familiar with the TradingView platform and have experience in developing indicators for it. - Strong Background in Trading...

...techniques for machine vision purposes - Specific skills in mobile robot localization - A successful track record of creating robots for indoor usage - Proven history of working on object detection, particularly relating to obstacles The objective of this project is not just to develop the robot, but also to ensure that it can operate effectively in an indoor environment. The robot should be able to detect and navigate around obstacles to perform its function. Your role will involve both code development and testing of the machine in realistic simulation environments before the final product is made. This project will push the boundaries of mobile robot capabilities in indoor spaces. If you have the skills and experience to contribute to this innovative task, please submit you...

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Note- Its an escort directory. I am in need of a proficient WordPress web designer to perform some minor adjustments on the layout of my existing website. Despite the omission of the areas that need modifications on my site, I am confident that your in-depth experience with WordPress will enable you to detect and make the necessary alterations. The ideal freelancer will demonstrate: - Extensive experience working with WordPress - The ability to efficiently modify existing layouts - Relevant examples of past WordPress projects to showcase their work If you meet these requirements, please apply with details about your WordPress experience and past projects. Your application should also entail a detailed project proposal outlining your approach to revising the layout of a WordPress ...

Note- Its an escort directory. I am in need of a proficient WordPress web designer to perform some minor adjustments on the layout of my existing website. Despite the omission of the areas that need modifications on my site, I am confident that your in-depth experience with WordPress will enable you to detect and make the necessary alterations. The ideal freelancer will demonstrate: - Extensive experience working with WordPress - The ability to efficiently modify existing layouts - Relevant examples of past WordPress projects to showcase their work If you meet these requirements, please apply with details about your WordPress experience and past projects. Your application should also entail a detailed project proposal outlining your approach to revising the layout of a WordP...

I need support in adapting my Excel sheet into a DataFrame, geared towards reporting purposes. While the Excel sheet structure is not concrete, the relevant columns to be extracted and placed in the DataFrame tend to be A, B, and C. However, I'm undecided at the moment on whether this extraction process should be manual or if the system should automatically detect and save the columns. Ideal Skills and Experience: - Expertise in Excel and data analysis tools - Experience in creating data frames for reporting purposes - Ability to advise on manual versus automatic extraction.

...and tailored user experience. Custom Fees: • Set custom fees based on various parameters such as city, customer, material, service, and bin type. Flexibly adjust pricing structures to accommodate diverse needs and optimize revenue generation. AI - Forecasting of Transaction, Inventory: • Harness the power of AI-driven analytics to forecast transaction trends and inventory requirements. Leverage predictive insights to anticipate demand, optimize inventory levels, and enhance operational planning for improved efficiency and customer satisfaction. API: • Seamlessly integrate our software with third-party systems and applications through API functionality. Enable smooth data exchange, automation, and interoperability to enhance overall system functionality and flexibil...

I'm seeking an Excel Macro specialist to automate several repetitive tasks specific to engineering. The qualified individual needs to have: - Proven experience in creating efficient and complex macros - A solid grasp of engineering needs in relation to Excel functions - An ability to work...efficiency and attention to details are of prime importance. Macro will need to be in word file and will change depending of the test - test A to J. Each report has different photos required and there is a matrix that will indicate which photos are needed for each test. All photos need to be numbered with Figure 1 to Z and labeled as SNY + photo X. Test samples quantity can be 1 to 10 and macro need to detect that. If all photos got to be uploaded properly a sucessfully message will be s...

I am looking for a talented individual with a strong background in data analysis and predictive modelling, ideally with experience in the manufacturing, Transport and logistics industry, although this is not essential. The project will require the creation of a predictive maintenance solution which will utilize machine operational data. Key requirements: - Experience with predictive modelling - Proficient in data analysis and AI - Experience with machine learning techniques - Knowledge of/ ability to work with machine operational data Applications should include a detailed project proposal that outlines how the freelancer will plan to complete the project successfully. Proposals should demonstrate an understanding of the task and a high level of proficiency in the ...

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...proficient ReactJS Developer who can make some specific modifications to the library, including nice and automatic resizing of rows and columns based on the data contained, as well as handling dynamic resizing of column width by the user.. Your responsibility will primarily be: - Updating the Pivot grid library to include a column resizing feature - Updating to automatically wrap / detect content sizing between data cells and row cells - Ensuring compatibility with the latest version of ReactJS as we wish to keep our resources contemporarily adept. Your experience and skills should ideally include: - Proficiency with ReactJS development, - Provable experience with customizing or tweaking libraries, particularly data grid libraries. - Ability to work independently, with d...

I'm looking for an experienced machine learning expert with a focus on predictive modeling. The goal of this project is to utilize the fully cleaned and labeled image data I have to create an effective predictive model. Key Responsibilities: - Develop a predictive model using the given image data. - Implement an effective machine learning algorithm that can predict outcomes accurately. Requirements: - Proficiency in Predictive Modeling: You should have a strong background in building predictive models. - Experience With Image Data: A history of working with image data in a predictive modeling context is highly desirable. - Data Preparation Skills: While the data is already fully cleaned and labeled, being able to perform additional data prep...

I am seeking an AI engineer with a knack for developing versatile AI agents. Emphasis will be...delivery and understanding of sentiments. - Machine Learning: To continually adapt and improve performance based on gathered data - Data Visualization: To provide understandable insights from complex information. I also expect the AI to perform tasks such as: - Speech recognition: For better customer sales support. - Sentiment analysis: To better understand and respond to customer feelings. - Predictive modeling: In order to anticipate future customer trends. For this project, previous experience in business intelligence and knowledge of business operation processes will be an added advantage. Successful candidates must demonstrate notable proficiency in using AI to automate business o...

I require an experienced PLC programmer to look into my multi-level parking system. With a focus on: - Review of the existing PLC program - Troubleshooting potential issues using TeamViewer Currently, the system is experiencing errors during the parking or retrieval process which needs rectifi...parking or retrieval process which needs rectification. We changed the inverter to the parking system to Yaskawa. The PLC program may need to be reviewed as the automated process is no longer working. No error messages. Just not working as before The ideal freelancer is one who has: - Excellent understanding and troubleshooting skills for multi-level parking systems - Ability to successfully detect and resolve system errors - Prior experience with automated parking systems is ...

I am seeking a proficient data scientist, well versed in Python, to develop an anomaly detection model for my project. The model should have the ability to: - Detect unusual behavior patterns - Identify potential failures Your task will involve utilizing logs and traces from our microservice observability data. It is imperative that your expertise in Python contributes to developing a robust and efficient model. This project requires a balance of critical thinking and technical skills to effectively identify system anomalies and potential issues. Your keen understanding of microservice observability data will be crucial in the success of this project. I have some ideas and reference papers on what techniques can work but we would like your expertise to filter, implement and buil...

More details: What specific type of data analysis do you need? Statistical analysis What information should successful freelancers include in their application? Detailed project proposals What type of statistical analysis do you require? Predictive analysis

I'm in need of a skilled data scientist who can work with financial data ( balance sheets and income statements) to identify anomalies. The primary goal of this analysis is to detect any irregular patterns in the dataset. I have XBRL files online and I don't know how to read them. Ideal Skills and Experience: - Proficient in Python and data analysis libraries - Previous experience with financial datasets - Strong understanding of anomaly detection techniques - Experience visualizing data through charts and graphs.

I seek a solution-oriented software developer to create a specialized software for my Windows system, which can apply multiple prediction models to an Excel sheet. Key Functions: - Incorporating various prediction models: This includes not only regression, classification, and clustering models, but also decision trees, neural networks, random forests, and support vectors. Ideal Candidate: - Expertise in developing Windows compatible software - Strong understanding of data prediction models - Knowledgeable in Excel functionalities - Ability to integrate sophisticated prediction algorithms The final outcome should be a user-friendly software that enhances my productivity by allowing me to apply versatile prediction models to my data effortlessly.

I want to add Machine Learning features , algorithm to my online electricity bill management system, which currently handles billing and payment processing, energy usage tracking, and customer database management. The programming language used in the project is PHP. The enhancement includes: 1. Predictive analysis for energy consumption 2. Customer segmentation 3. Load management optimization The predictive analysis for energy consumption specifically involves energy consumption forecasts. Ideal Skills and Experience: - Proven experience with PHP - Strong understanding of Machine Learning concepts - Experience with user registration systems, billing systems, and payment processing - Adept at enhancing existing codebases - Ability to create a seamless and secure user experi...

I urgently require an experienced developer with expertise in predictive programming models and algorithms. The task at hand involves designing a fully functional offline system that is capable of analyzing a provided set of numeric data, identifying patterns and delivering accurate future predictions. Interest & Skills ~ Not Required, but still preferred: Anyone proficient with AI machine learning algorithms Excellent understanding of Python AI Understanding data visualization tools like Matplotlib or Seaborn would be helpful The program must be functional and user-friendly This is a tremendously confidential matter. Furthermore, I'd like to build a relationship of confidentially and trust with my team. We are seeking a talented software developer to join our project ...

...multiplication of their individual probabilities (each variable at each time would generate a different sequence), and then assess each sequence's probability of predicting a dichotomous event, calculated via ORs. From the list of variables that appeared first in time, let's say, the first assessment was at age 8, to perform a calculation of the Median OR (and 75/25, 95/5 CIs, and max and min) for all the predictive assessments including the variable X at the origin of the sequence (to run that for each sequence). The same for the last variable in the sequence. Currently, TraMineR package in R allows mapping dichotomous variables and performing cross-tabs like Chi, but it does not compute odds ratios, nor calculates Median OR for all the variables starting with X. What ...

...of their individual probabilities (each variable at each time would generate a different sequence), and then assess each sequence's probability of predicting a dichotomous event, calculated via ORs. From the list of variables that appeared first in time, let's say, the first assessment was at age 8, to perform a calculation of the Median OR (and 75/25, 95/5 CIs, and max and min) for all the predictive assessments including the variable X at the origin of the sequence (to run that for each sequence). The same for the last variable in the sequence. Currently, TraMineR package in R allows mapping dichotomous variables and performing cross-tabs like Chi, but it does not compute odds ratios, nor calculates Median OR for all the variables starting with X. What would the bu...

We're a growing cigar company committing to revolutionize our processes with AI, focusing on our or...levels and eliminating human errors. Skilled in artificial intelligence and supply chain management. Customer Service: - Implement AI chatbots and Natural Language Processing to enhance our customer support, improving response times and quality. Proficiency in NLP and chatbot design is required. CRM: - In CRM, predictive analytics should be employed to foresee customer behavior and design strategic marketing campaigns. Strong understanding of CRM systems and predictive analytics is necessary. Our goals through AI integration are process streamlining, efficiency improvement, and an enhanced customer experience. Looking for an AI professional with practical expe...

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I require a web page application developer specialized in Flask. The purpose of this application is to effectively integrate and execute a pre-developed ML model for prediction analysis purposes. Expertise needed: - Excellent knowledge of Flask, considering the ML ...effectively integrate and execute a pre-developed ML model for prediction analysis purposes. Expertise needed: - Excellent knowledge of Flask, considering the ML model was built with Python. - Strong experience in development of web apps integrated with ML models. - Familiarity with predictive analysis and its practical application into dynamic web pages. - Experience in data visualization tools could be beneficial. Jump in if you love challenges and creating seamless user interactions through intelligent pre...

I'm looking for a skilled Python programmer to assist in building a General Regres...15 inputs variables with 5 outputs variables. The ideal candidate should have experience with: - Python: A strong grasp of Python is essential. - Machine Learning & Neural Networks: Experience with machine learning concepts and neural networks, particularly GRNNs, is a huge plus. - Data Analysis: A background in data analysis is highly desirable, as the project involves translating data into predictive models. - Database Integration: Experience in integrating Python applications with existing databases is crucial as the project will entail integrating the GRNN-GA hybrid model with an existing database. Please submit your proposal if you meet these requirements and have a proven track rec...

I'm seeking ...consultant, with a focus on machine learning for predictive analytics, particularly working with time series data. Key responsibilities: - Consult on the machine learning process, ensuring the project aligns with best practices and industry standards. - Help in selecting the right algorithms for predictive analytics using time series data. - Providing guidance on model training, testing and validation. Ideal skills: - Proven experience in machine learning, specifically in predictive analytics. - Strong understanding of time series data and how to work with it. - Excellent communication skills to explain complex AI concepts to non-experts. This project is an exciting opportunity for an AI consultant to guide and contribute to our predictive...

...identifies the customer's country, state, or province in real time. Dynamic Content Customization: Develop functionality to show or hide products, collections, and content based on the customer’s location. This includes the ability to display certain items in specific regions if required. Key Deliverables: Custom Geolocation Feature: A fully functional geolocation feature that can accurately detect and respond to a user’s location. Dynamic Display System: A dynamic system that alters the availability and display of products, collections, banners, and specific content according to the user’s geographic location. Proposal Submission: Interested candidates should submit a proposal outlining their approach to the project, previous work samples relat...

I am seeking a skilled business analyst with a robust understanding of the technology sect...seeking a skilled business analyst with a robust understanding of the technology sector to perform predictive modeling and statistics on a data set of less than 1 GB. Key responsibilities and requirements include: - Researching and analysing data in order to forecast business trends - Providing insights to help inform strategic planning and decision-making - Working with datasets of less than 1 GB - Experience with modeling software and BI tools Ideal candidates should demonstrate: - Proficiency in predictive modeling and statistics - Sound knowledge and insights of the technology sector - Strength in data-driven strategic thinking - Attentiveness to detail and accuracy in ...

...they can be implemented. Please include details about your experience with SDKs on both platforms in your application. This is for a migration project. Users have version 1 of an application installed. We have changed the backend and frontend stack and are launching version 2. We want our active users to be logged into new app (upon updating) without logging in again. Our SDK needs to detect old active user and share specific parameters via SDK to new app so a flow can be triggered to log the user in without additional authentication. Non active users or new users will have to login via OTP/password - so no impact on that flow. ---- VERSION 1 Stack Backend - Node Frontend - Android - ionic framework + PWA framework, ios - Swift VERSION 2 Stack Backen...

Hi, We are currently in development of a Chrome extension. The extension is called "ZenProtect" and designed to detect dodgy websites in Google Chrome. We are in need of an icon and HTML panel/banner stating whether the website is known to be good, known to be dodgy, or a warning if it is potentially fraudulent. See screenshot called shows an example of the sort of thing we are after. Please design and submit screenshots of an HTML panel will show at the top of a web page in Google Chrome. It should have the following sections:   - An icon that shows the detection severity (Good, bad, warning).   - Heading (E.G. "ZenProtect Warning").   - Text body (E.G. "This page appears to be impersonating a Microsoft login page. We recommend closing th...

I want to add Machine Learning features , algorithm to my online electricity bill management system, which currently handles billing and payment processing, energy usage tracking, and customer database management. The programming language used in the project is PHP. The enhancement includes: 1. Predictive analysis for energy consumption 2. Customer segmentation 3. Load management optimization The predictive analysis for energy consumption specifically involves energy consumption forecasts. Ideal Skills and Experience: - Proven experience with PHP - Strong understanding of Machine Learning concepts - Experience with user registration systems, billing systems, and payment processing - Adept at enhancing existing codebases - Ability to create a seamless and secure user experi...

...for each object from first experiment. Third experiment Create CNN model that can recognize formatting errors in headings. Expected outcome -- Clarity on whether CNN can be used to detect errors (or to what level) in the formatting of textual documents. -- Clarity on exactly how to implement CNN model in such system: --- Whether to build a CNN model directly for error detection, or to build a CNN model that recognizes elements, therefore, error detection will be done by pre-programmed algorithms. --- Is a single-class CNN model or a multi-class CNN model works better in situations where CNN model must detect formatting errors in textual documents. Experiments must be done with Keras or TensorFlow or similar library. Data sets will be provided for training and for test a...

I need a website that recommends music tailored to the emotional state of the user. The emotions to be recognized by this system are happiness, sadness, and anger. Rather than users manually selecting their current emotion, the system should detect the mood based on their behavior. The key objectives include: - Creating a user-friendly interface for easy interaction - Integrating an effective behavior-based mood detection algorithm - Implementing a diverse music library to accommodate the selected emotions Ideal candidates for this project should have strong skills in web development, AI, and mood detection algorithms. A thorough understanding of user-interface design and experience in building music-based applications will be extremely helpful. This is an innovative and challengi...

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I am seeking a proficient mobile app developer to build a simple Android application that helps detect driver drowsiness using the availble open source codes. Key Features: - The app primarily serve to alert the driver when signs of drowsiness are detected no need for extra features - Utilize facial recognition technology to detect the early signs of fatigue.

I'm looking for a skilled data scientist to assist with a predictive modeling project. **I am interested in creating a project for my portfolio to land my first job as a data analyst/ scientist.** - The dataset: While I haven't specified the type of data, you should be able to work with a variety of data types, including text, numeric, and/or image data. - Required skills: Your application should include a detailed project proposal showcasing your expertise in predictive modeling. - Project Goal: The primary aim of this project is to build a predictive model, which will require a deep understanding of data science concepts and techniques. Ideal skills for this project include: - Strong background in data science and predictive modeling - Proficien...

I require assistance in developing an obstacle detection system for autonomous navigation. The main purpose of this system is to enhance the vehicle's ability to navigate surroundings independently. The system should have the capability to detect both static and moving objects. This feature is essential in ensuring the accurate mapping of the environment for efficient navigation. The preferred computing platform for this project is a personal computer. It is vital that the system is designed to work optimally on this platform. Ideal skills and experience for this project would include: - Strong expertise in computer vision. - Proficiency in programming languages applicable to machine learning and AI. - Previous experience with autonomous navigation or relevant fields. - ...

...'Hourly' table, to identify significant deviations. Daily Data Table: Summarize daily data for use with the SARIMA model, aiding in long-term consumption predictions and trends analysis. All the tables are fed from the main large table (secondly rate table - real time table). Details about the models: ML Model Development: Anomaly Detection Model: Develop a model using Random Forest algorithms to detect unusual patterns in energy usage. SARIMA Forecasting Model: Implement SARIMA models to forecast daily energy requirements, considering seasonal variations. Database: A cloud SQL real time database is preferred. Front end: After analyzing the data, I want to display the results to the user in Flutter with a very simple UI. I want to display: - Total energy consumpti...

I'm looking for a diligent and skilled freelancer who can help optimize my WordPress website's speed and performance, and seo and header adjustments as needed. I haven't identified any specific errors thus far, but my goal is to improve the site based on recommendations and analyses from SEMrush and Google Search Console. Key Tasks: - Detect and rectify potential performance problems - Suggest and implement techniques to enhance page speed - Monitor results and make required adjustments Ideal Experience and Skills: - Proven proficiency in WordPress - Previous experience with SEMrush and Google Search Console - Solid understanding of website speed optimization techniques - Capability to prioritize tasks and efficiently solve problems The end objective is to signif...

...flex sensors to sense the movement accurately. - The prototype must include the electronic module or device to gather sensors data and send it over bluetooth to mobile - Identifying and interpreting various motions accurately is crucial, particularly bending and stretching movements. The motions can be in 3D but detection should happen in 2D at a time Possible applications: * Wrist band that can detect motion of the wrist and send signals to a metaverse application Ideal skills: - Superior experience in designing and constructing prototypes. - An advanced understanding of flex sensors; their capabilities and limitations. - Knowledgeable in textile technology, possibly including smart fabrics. - Experience in human motion capture will be an added advantage. Your bid should in...

...bucket, via webhook which would need to be configured as well; or another approach you recommend). Important: My app currently doesn't differentiates between a URL or a simple text string. However, my API does expect a URL for media content. This means that we would have to either 1) update the Zapier app so that it takes into account the content type based on the metadata provided by my API, or 2) detect if the data received is a binary, in which case it would trigger the file upload to my API or S3. The second approach seems easier/faster. To participate in this project, please: 1) Start your message with "Bonjour". 2) It is better if you have experience with Zapier. This will also help with other updates we could work on together. 3) You'll need to doc...

I'm looking for an innovative and detail-oriented mobile app developer to create a unique iOS app that leverages Google Lens' API for object detection. Key Features Required: - Detect colors and shapes via the app's inbuilt camera. - Record the objects' direction(Cordinates) through the phone's gyroscope. - Has user-friendly personal profiles that not only enhance usability but also facilitate object and location history tracking. Ideal Skills & Experience: - Proficient in iOS app development. - Experience working with Google Lens or similar object detection APIs. - Comfortable with Gyroscope and mapping technology. - Exceptional understanding of user profile management on apps. A keen sense of design and an eye for detail will be a great advantage f...