Toptal machine learning engineer trabalhos

Beans & More App Design - Smart Coffee Machine App Design Mockup available.

I’m looking to have an educational website developed, specifically for Fire Sprinkler Apprentice Training. This portal will focus entirely on online courses, with no element of in-person training. Key features of the site include: - A diverse range of course materials: Video lectures, interactive quizzes, and written materials are the core of my project. Proficiency in delivering these elements in an engaging and accessible format is high on my priority list. - Focused content: The website will solely contain courses on Fire Sprinkler Apprentice Training. It’s vital that the candidate understands this niche to effectively create pertinent course material. - Certification and tracking: The website should be able to provide certification upon successful course completion and ...

I'm seeking an experienced engineer who specializes in petroleum engineering for my senior project. Key Duties: • Assess reservoir engineering aspects • Handle drilling engineering components • Manage production engineering tasks • Analyze and integrate the economics of the operation I need to have this comprehensive project completed within a month. Ideal Skills & Experience: • Demonstrable knowledge of all aspects of petroleum engineering • Ability to meet strict deadlines • Excellent communication and reporting skills • Proven record of previous similar tasks.

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...integrating machine learning into it. The goal is to enhance the existing strategy by analyzing both trade data and market data concurrently. Key aspects of this project include: Machine Learning Integration: - Creating a machine learning model that can efficiently process and interpret both trade and market data. - Implementing this model into my existing strategy or indicator on TradingView. Strategy Optimization: - I'm particularly interested in how machine learning can optimize my current trading strategy, making it more effective and productive in varying market conditions. Freelancers with the following experience will be ideal for this project: - In-depth understanding of trading methodologies, preferably with a f...

...with the main character the Shibu Inn Puppy with a red collar sneaking into an amusement arcade and walking nervously around him as he enters towards a Whack A Mole Machine. But this machine is a Whack a Pepe Frog machine instead, featuring the 2nd character, Pepe the Frog. The machine has 9 holes in it where the pepe the frog heads pop up from. He inserts a coin into the machine and the game starts. Soon Pepe the frog heads start randomly popping up and the Shibu Inu Puppy starts whacking them each time with a soft hammer. After he has successfully hit all 9 pepe frog heads. the machine starts flashing and the words on the machine start flashing the word the WINNER. Then the words change to GAME OVER. The camera then pans back to the T...

I'm after a game learning website that features an AI virtual interactive avatar that can assist users in digesting documents by discussing the content and quizzing users in real time. Key website features will include: • Document Upload Function: Users must have the ability to upload documents in PDF, Word, and PowerPoint formats. • Avatar Interaction: The avatar should communicate both complex ideas and simple summaries using GPT models. It must be equipped with real time speech capabilities for adopting a conversational engagement approach. In addition to images from the internet for each concept presented while the character is speaking • Subscription based: The website should include a google sign in page and should include a mandatory monthly subscr...

I'm in need of a proficient AI and machine learning developer with a strong background in Python and federated learning. The objective is to write code ,train and test a dataset for the detection of plant diseases including fungal, bacterial and viral infections, utilizing Dynamic-Fusion-Based Federated Learning. Key responsibilities will include: - Developing an algorithm for classifying plant diseases through dynamic fusion-based federated learning. - Prioritizing the classification of fungal, bacterial, and viral diseases. - Ensuring accurate disease detection through advanced machine learning strategies. The timeline for this project is within a week, so I need someone who can dedicate a good amount of time to this project in the ...

I'm in need of a skilled Flutter developer to assist with the existing app of an Agora Whiteboard application. The purpose of this app is not yet determined, which makes this project an open canvas. - Online Meetings: The app may be utilized for brainstorming sessions in a virtual setting. - Remote Teaching: It could potentially serve as an interactive teaching tool for remote learning sessions. - Collaborative Art and Design: It might be a platform facilitating art and design concepts. If you have experience with Flutter and interactive whiteboard technology and are prepared to think creatively and innovatively, your expertise could fit this project. While an application is not required to include past work, experience details, or detailed project proposals, providing such ...

I am looking for a experienced PHP developer to create a demo project that can convert DXF files into NC files for a CNC milling machine. The source DXF file is coming from a 2D cutting optimization software (Cutting Optimization Pro). I will provide multiple examples including DXF, screenshot, and the NC result files. Only bid if you have previous example with NC files. Prove your text understanding by starting the bid with the word DXF>NC. In your bid explain one project in which you've worked with NC files. Examples will be provided interested coders.

...classrooms. The curriculum needs to encompass different areas of learning from PG to K2 levels including: - Language and literacy (Word Smart) - Math (Logic Smart) -Science and Nutrition (Nature Smart) - Social and emotional development (Intra and Interpersonal Smart) - Modelling and Posing (Body Smart highlight) - Fine and gross motor skills (Body Smart) - Art (Picture Smart) - Music (Music Smart) Ideal candidates for the job would have a background in early childhood education or child development, preferably with strong expertise in Howard Gardner and Montessori methods. Previous experience with curriculum development spanning these focus areas would be advantageous. Your role would be to create age-appropriate, holistic learning activities that align with the Montes...

I'm seeking a skilled engineer to design a steel tower specifically for telecommunication purposes. The optimal height for the tower should be around 15 meters. The design must also account for high wind speeds to ensure stability and longevity of the tower. Ideal candidates will have experience in structural engineering, specifically with steel structures, and a deep understanding of the unique challenges posed by high wind speeds. An understanding of telecommunication infrastructure would also be beneficial.

I'm seeking a proficient AI developer to build a system capable of data analysis and making predictions based on user behavior. The AI Machine should have the capability to: * Analyze user behavior data, specifically related to stock trading. * Formulate predictions based on the analyzed data. Ideally, the professional executing this project should possess a deep understanding of AI development, data science, and behavior analysis. Prior experience with finance and stock market data would be a significant advantage.

I'm looking for freelancer who is preparing for the Joint Entrance Exam (JEE) and My requirement covers the comprehensive Physics syllabus for this exam. While I did not specify a particular topic, I am in need of comprehensive assistance across the entire Physics syllabus. Freelancer has to add Hint to MCQs along with sub topic name on which question is based The ideal ca...knowledge and a command over Physics, preferably with past experience in guiding JEE aspirants. - Be able to explain the complex theories in an easy to understand language. All the documet which needs to be updated are in Microsoft word and has to be edited using windows PC/Laptop. Freelancers using cellphones for work will not be accepted. I'm looking forward to having interactive and effective le...

I'm in need of an expert in Machine Learning and API operations who can deftly extract fields from text messages. The goal is accurate extraction regardless of the text's format. Note -> After extracting those fields, need to categorise the message based on predefined categories. Please don't bid if u haven't worked in similar projects. Key Attributes: - Adeptness in handling up to 500 characters length in messages irresepective of message formats. - Ability to classify extracted data into 20 predefined categories. Ideal Skills and Experience: - Proven track record in Machine Learning algorithms application. - Proficient in working with APIs. - Excellent text mining skills. - Experience in data classification.

I'm on the lookout for a skilled Python tutor. Here's what I envision for this role: - You should have significant experience in Python and be able to produce sample works or demonstrate your expertise in some other compelling way. - I'm a beginner who's interested in Python, but I didn't specify the particular areas I want to focus on. Because of this, the tutor shou...basic syntax, web development with Flask, data analysis with Pandas, and more. - Tutoring sessions will be via online video tutorials. I expect high-quality video materials and clear explanations. - Being a proactive communicator would be a strong advantage since I might need your help to clarify certain points. If you can meet these requirements, I would love to hear from you. Let's make Pyt...

As someone requiring a medium-sized mobile application, I am seeking a software engineer experienced with React Native. - The platform: The application needs to be developed for both Android and iOS. - Key Features: This project requires development of various features including user authentication, in-app purchases and push notifications. Ideal skills would include: - Experience with React Native. - Proven track record in mobile app development. - Knowledge in integrating in-app purchase, user authentication and push notification functionalities. Your past work with similar applications will be considered a plus. This project will be a opportune start for a long term relationship. Looking forward to seeing your remarkable proposals!

Looking for assistance in developing my thesis proposal on Machine Learning (ML) topic. The topic revolves around usage of various ML types like Natural Language Processing, Computer Vision, and Recommendation Systems within organizations. Skills and Expertise: 1. Understanding of Machine Learning theories and methodologies. 2. Proficiency in Natural Language Processing, Computer Vision, and Recommendation Systems. 3. Experience in academic writing and research to ensure a high-quality thesis proposal. Key Requirements: - Plan and organize thesis proposals around usage of ML types within organizations. - Focus particularly on how organizations utilize the data types and organizational types. - Empirical knowledge about numeric and text data types will be an a...

Hi, I'm Head of Maths at a school in England. I'm look for a large copy and paste job doing for our Scheme of learning. I have attached an example of what needs doing. The document on the left is a word doc and the information on here needs copying into the document on the right which is a google doc. Its colour coded to show you what to do. A template will be provided for you to make a copy for each unit and everything else on the document can remain the same. There is also some copying into and out of google Gemini required. Initially there is around 35 of these to do. Then a further 60/70. They need to be done by Monday 15th April 12:00 UK Time. Thanks Ben

I am looking for a tech-savvy individual or team with a strong understanding of GPT models, machine learning, and data extraction. Your remit will be to build a custom AI model for a real estate appraisal tool with specific functionalities: - Property Valuation: Build a reliable AI model that can efficiently determine reasonable property value estimates based on various pertinent data points. Sufficient prior experience in property valuation processes and its machine learning modeling is desirable. - Comparable Sales Analysis: Implement functionality to perform analysis using comparable sales data for appraisals. Deep understanding and demonstrated accomplishment in comparable sales analysis programming is required. - PDF Data Extraction(Arabic / Engl...

About Us ------------------------------------------------------ Our startup has ambitious goals to change the way business software is used globally. To achieve our vision, we are looking for a full-time PHP Web Developer. Part-time arrangements can be made for the right candidates at hourly rates. Software Engineer, Web Platforms ------------------------------------------------------ We are ideally looking to hire the candidate on a full-time basis depending on the candidate’s availability. The primary focus will be for the individual to implement & manage mobile responsive web applications that impact our customers’ businesses and lives. The role will be entirely remote, giving you the flexibility of working from home. Candidate’s Experience ---...

...experienced Machine Learning practitioner who could develop an algorithm for predicting production costs using various input variables. The variables include: - Product dimensions - Product characteristics - Production system characteristics - Customer expectations My ultimate goal is to accurately predict the cost of production process with a minimal error. In this endeavor, you will have to work with simulated data of production processes. The successful candidate should have strong background in Machine Learning and predictive modeling, preferably with some knowledge of the manufacturing processes. The steps of the project are: 1. The system must work in the cloud. Advise on where to rent the server? 2. Create the input /output interface 3. Database ...

We are seeking an experienced freelance engineer with expertise in modular UPS (Uninterruptible Power Supply) design. The project entails designing a complete modular UPS system with a 20kW bidirectional peak shaving-off power conversion system. Attached power specification and detailed job description below. Project Specifications: Power Capacity: 20kW Operation: Bidirectional Peak Shaving Conversion System: Modular UPS Deliverables: Schematics: Detailed electrical schematics showcasing the design of the UPS system. This should include: Power circuitry Control logic Safety mechanisms Input and output interfaces Bill of Materials (BOM): A comprehensive list of all components required for the UPS system. This should include: Part numbers Descriptions Quantities Suppliers Board ...

I am in immediate need of a seasoned professional who specializes in Amazon Web Services (AWS). Valuable contributions to this project will revolve around Cloud Architecture planning and execution of DevOps tasks. Key Responsibilities: - Architect and design AWS cloud solutions - Execute various DevOps tasks - Regu...cloud solutions - Execute various DevOps tasks - Regularly monitor and manage the system Key Skills and Experience: - Proven expertise in AWS - Familiarity with Lambda, EC2, S3 - Experience in Cloud Architecture planning - Proficiency in handling DevOps tasks I am keen on working with a punctual and responsive individual who is ready to meet tight deadlines. If you are an experienced AWS Cloud Engineer looking for an exciting project, you might just be the profession...

I am looking for a creative and experienced children's book author who can craft a story for a target age range of 0-3 years old. The book should deliver a perfect balance between learning and entertainment, with equal emphasis placed on the text and illustrations. Ideal Skills and Experience: - Proven experience in children's book writing or illustration - Knowledge and understanding of toddler's cognitive and emotional development - Prior work in creating engaging, educational and entertaining content for toddlers - Ability to create harmonious combination of text and illustrations. This book is based on Developmental Dysplasia of the hip and would require illustrations of anatomy such as the acetabulum and femur. Also an illustration of a Denis Browne Bar (hip b...

...organizational and time management skills, adept at juggling multiple custom projects in a fast-paced Agile setting. Why Join Us? Creative and Impactful Work: Contribute to diverse and meaningful custom software projects that make a real difference for our clients. Agile and Collaborative Culture: Immerse yourself in an Agile development environment that values flexibility, teamwork, and continuous learning. Remote Flexibility and Growth: Enjoy the benefits of remote work along with opportunities for professional development and growth in the custom software development field. Interested candidates should apply by submitting a resume, a cover letter detailing their experience in custom software development and familiarity with the Scrum methodology, and a portfolio showcasing...

As the representative of the American University of Mongolia, I am seeking a skilled graphic designer to create a new logo for our institution. We are re-branding the university from the name LETU to American University of Mongolia. INSTEAD OF THE LETTERS: L E T U WE WANT TO HAVE A U M We have specific requirements to fulfill: - The university has a focused learning path primarily in Business and Data Science, which needs to be reflected subtly in the logo. - The aesthetics of the logo must align with a traditional and formal theme, reflecting both our respect for heritage and our dedication to reputable academia. - While the name of the university should be clearly indicated, the design must also, implicitly or explicitly, hint at our oriental Mongolian roots. The ideal can...

We need an inhouse learning management system which can be integrated with our custom software

I'm seeking a proficient Audio Machine Learning Engineer. The main objective of this project is to build, test, and implement a machine learning model that works effectively with multiple languages, interpreting user-uploaded audio files. Work to carry out: Make a unsupervised model of SER- Speech Emotion Recognition for 4 emotion i.e sad, happy,anger and fear. - Dataset already created of 150 sample in .wav files at 16khz, 16bit mono audio with emotion annotated of file name 4th letter. (Cannot share Dataset, as it is under process for research paper) - Feature extraction: (make sperate folder after feature extracted) 1. Time-domain features - *short-term energy of signal, zero crossing rate, maximum amplitude, minimum energy, entropy of ener...

Scope of work: We are installing cameras on moving vehicles at a high elevation. The cameras are looking forward at the traffic in front of the car, we would like to develop a model that can detect all the lanes in front of the car. There could be multiple lanes visible in the field of view of the camera and the model should be able to detect every lane separately. Model Input: Video from a forward-facing camera mounted on a vehicle Model Output: 1) Detect all the traffic lanes in the field of view of the camera 2) Label all the lanes and separate them from each other Notes: I don't have any training datasets, so you need to find available labeled and open-source datasets. Example: Here is a link to a video of a similar project: Proposals: 1) I am interested to see proposals for...

...should be able to convert our brand identity into a compelling visual. Key Aspects: - The color scheme is open as I have yet to decide on this. However, bear in mind that the logo should impart a sense of trust, love, and learning enthusiasm. - Your application must prominently highlight your previous design experience. It would be advantageous if you've worked on similar daycare or educational institution logos. - A modern-style logo is preferred. The final design should reflect the philosophy of our daycare foundation, emphasizing connection, growth and learning. Skills and Experience: - Proven logo design experience - Strong portfolio demonstrating modern designs - Familiarity with the daycare or education sector - Creativity, flexibility and patience - Abi...

I'm looking for an experienced network engineer who can oversee the setup of a robust wired network. This project involves about 50 connected devices and requires sound knowledge of network architecture, hardware, and protocols to ensure optimal performance. 5000 sf office. 15 employees. VoIP, streaming Monitors, POE Security cameras, firewall, site to site vpn Most infrastructure are already in place: We have a Dream Machine Pro and Netgear switches wi fi is also ubiquiti NVR is NUUO Network and equipment already in place, needs to be optimized. Subnets, flans, managed switches…restrictions on traffic/access based on MAC or user… The physical infrastructure is already mostly in place and I can easily swap out a switch or run Cat 6 Located in Nashville, o...

I need a skilled and experienced engineer or designer to help create a filament design for my vacuum tube. I have specific requests regarding its type, function, and structure. - Filament Material: I prefer to use Tungsten as a filament material due to its robustness and capacity to withstand high temperatures. - Intended Function: The vacuum tube will be used for audio amplification. As such, the filament design needs to factor in accuracy and lucidity in sound transmission. - Filament Structure: The desired design is a coiled coil. This structure is known for its efficiency and I believe it can boost the audio amplification capabilities of the vacuum tube. Freelancers with background in tube amplifier design or similar projects will have a significant advantage. Equally importa...

As a property developer, I am seeking an experienced and meticulous structural engineer to conduct a detailed analysis of a building structure. This analysis is integral to the upcoming new construction project. Key Responsibilities: - Analyze the foundation of the building to ensure that it is sturdy and capable of supporting the overarching structure. - Conduct a comprehensive exploration of the load-bearing walls to determine their capacity and structural integrity. - Evaluate the structural framing of the building and provide insight into its condition and adequacy. The purpose of this project is not only to meet the legal construction requirements but also to ensure the longevity and safety of the building. Ideally, you have previous experience with building construction...

I am seeking a knowledgeable IT professional who can manage the migration of a VMWare Fusion version 13.5.1, Windows 11 virtual machine from an Intel chip Mac to a M chip Mac. I am unsure of whether transferring the virtual machine data or reinstalling the VM and migrating the data manually would be the best approach, and thus seek advice on this. Key Requirements: - Expertise in understanding and migrating VMWare Fusion - Proficiency in handling both Intel and M chip Mac systems - Knowledge in Windows 11 operations Additionally, there is specialised software currently installed on my virtual machine. Therefore, the successful freelancer should demonstrate experience in migrating specialised software, ensuring that these continue to function seamlessly post-migration...

...toddlers, pre-school and school to 16 years The curriculum must integrate Languages, Maths, Science, and Culture, using the Montessori approach. To be the best in the UK and then Europe Requirements and Experiences: - Experience with Montessori philosophy and pedagogy - Understanding of differentiated learning and developmental needs - Skills in creating varied learning experiences Curriculum Details: - Utilize Sensorial, Language and Math materials - Interactive and hands-on - Engage diverse learning styles and interests Please share any relevant experience and samples of previous work, if any. Please call to ensure you gain maximum time for your application, to talk to the CEO and to establish your own foot hold on this senior position, this is in a sport acti...

More details: What specific tasks do you need assistance with in your AWS networking project? Setting up VPC and subnets, Configuring security groups and network ACLs, Implementing EC2 instances and load balancers, VPC Endpoint, ALB, CNAME A Record What information should successful freelancers include in their application? Past work What level of AWS networking experience are you seeking in a freelancer? Expert

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I'm looking to develop a vector controlled Variable Frequency Drive (VFD) for 3 phase, with 3x400VAC input and 9kW output. The focus of this project is creating a VFD that smoothly operates machine controls in an industrial environment. The ideal candidate will have understanding and experience in: - Designing and constructing VFDs - Familiarity with the variances between pump, fan, and conveyor controls, specifically machine controls - Experience in industrial machine operation The specific required control modes for the VFD are: - V/F Control - Sensorless Vector Control - Closed-Loop Vector Control Additionally, Modbus communication capability in the VFD design is essential. I expect the freelancer to deliver a reliable, effective solution that can seamless...

...consistent, personalized text without the need for manual scripting. Key tasks for the project include: - Building an intuitive system that accurately transforms typed text into my handwritten style; - Implement a learning mechanism that refines the performance by continually studying multiple examples of my handwritten text. I can provide samples of my handwriting for system training and testing. I anticipate that the essential skills and experience required for this project will include: - Proficiency in handwriting synthesis technologies or similar; - Experience with machine learning and pattern recognition algorithms; - Strong eye for detail to ensure the final output can be as similar as possible to my actual handwriting. I'm excited about automatin...

I'm currently in need of a proficient Python developer with a keen understanding of supervised machine learning models. The nature of your job will involve: - Developing a supervised machine learning model capable of efficiently processing and analyzing ECG signal data sets. - Utilizing Python as the primary programming language for model development and testing. Your previous projects or experiences should display a solid grasp of Python programming and supervised learning models. If you've had experience working with ECG or similar medical data, that would be a bonus. This project provides an engaging opportunity to apply and perfect your Python development and supervised machine learning skills in a critical, real-world con...

I am seeking a skilled electronics engineer or team to design and create a state-of-the-art medical hardware device for monitoring vital signs. This multifaceted device will include several features, with none taking precedence over the other. Therefore, each feature must be given equal importance during the designing and manufacturing stages. Key Device Features: - Camera - SPO2 Sensor - ECG - Temperature Sensor - Glucose Sensor - Microphone The device can be either wired or wireless, I am open to best suggestions from the professionals. Ideal skills and experience: - Previous experience in medical device development is crucial. - Proficiency in information technology, electronics and biosensors. - Understanding of medical compliance standards. - Exceptional technical and probl...

I have already preprocessed and trained several ML models using Python. Now, I am seeking an ML expert to assist me with the following tasks: 1.) Modify the training dataset to a single, larger dataset (data will be provided by me). 2.) Develop a function to predict outcomes for new or unseen data (specifically upcoming football matches). If you have experience in machine learning and are interested in taking on this project, please reach out to me with your relevant expertise and a brief overview of your approach to tackling these tasks. Looking forward to collaborating with you!

I'm in need of a thorough and insightful essay centered around the factors that contribute to mental health and wellbeing in primary school aged children and the implications for teaching and learning. This piece will need to delve deeply into the subject, with a word count of approximately 4000 words. Key Features: - In-depth analysis on mental health factors for primary aged children - Comprehensive 4000 words Needs to have at least 30 references Ideal Skills: - Extensive knowledge and research capability on mental health topics - Ability to write in an engaging and academic manner - Proficient in referencing and proper citation. This project requires a detailed and knowledgeable presentation of the topic, a strong command of academic writing, and the ability to effe...

...platform should be capable of constantly learning and updating its knowledge from a vast database composed of websites about lotteries, books, mathematical algorithms, lottery combinations, daily lottery results, and videos. The project will utilize the most advanced AI technologies available in the market, which can be used freely and offline. Objectives: Development of a ChatGPT-like Interface: The platform must have an intuitive and functional user interface, similar to ChatGPT, allowing for textual interactions and requests for analyses or codes. Data Integration and Analysis: Implement algorithms capable of reading, formatting, and analyzing data from different sources and formats (HTML, PDF, DOC, TXT, XLM, CSV) to train the AI models. Continuous Learning Capability...

I'm looking for a seasoned game developer who can bring my concept for an Augmented Reality (AR) smartphone game to life. This universe shall bring together immersive gameplay, stunning visuals, and fascinating mechanics based around the creation and exploration of galaxies. Key Aspects: - The player's character has access to a variety of superpowers via a fictional machine named E.V.E. These superpowers include but are not limited to metal claws, sand control, and rock claws. - The core objective of the game is to explore various planets and galaxies, with the ability to travel between them using spaceship and computer components derived from E.V.E. -Grow computer and ship components by breaking off metal claws rock claws - Superpowers are to be controlled by the player...

I seek a skilled Python developer with hands-on experience in machine learning, particularly real-time object detection using YOLOv8 in Azure platform. Your role will encompass: - Developing an API using Python for YOLOv8 on Azure - API should support real-time Object Detection - While general object detection with YOLOv8 is vital, the ability to incorporate specific object types is also required Ideal candidates will have a robust understanding and hands-on experience with Python, the Azure platform, and object detection using YOLOv8. Knowledge of both general and specific object detection will be highly beneficial. Proficiency in creating API's is crucial. Experience with real-time object detection solutions will be preferred.

I'm in need of a skilled software developer to buil...development or military technology - A detailed project proposal on how you could develop a chatbot that can answer common questions, provide information on military procedures, and assist in decision-making processes. Despite the lack of specific tasks assigned currently, the scope and expectation of the platform is to be versatile and adaptive, capable of learning and improving over time. Therefore, you should be knowledgeable on reinforcement learning and other AI improvement strategies. Remember, creativity is valued. Don't be afraid to use your imagination and propose situations not currently considered. The end goal is to create a robust, reliable, intuitive, and user-friendly platform that will revoluti...

I'm seeking an experienced and knowledgeable Senior Systems Engineer with a strong background in system analysis, design, implementation, testing, maintenance, and troubleshooting. Key Responsibilities: - Analyze and design robust systems - Implement and test system designs - Perform system maintenance and troubleshooting Required Skills and Experience: - Proficiency in Java, Python - Familiarity with GoHighLevel, Zapier, and APIs - 5+ years of professional experience in Systems Engineering Your extensive experience and strong technical skills will be crucial in assuring the reliability and efficiency of our systems. I look forward to your bids.