Artificial intelligence programming for beginners jobs
I'm in need of a C language expert, experienced with Linux You should debug the codes and fix issues. It should be done today. If you can work and fix immediately, please bid only 'c programming' words. Thanks
I'm looking for a proficient Python coder who can develop a program that effectively reads numerous reviews and generates a concise summary, encapsulating the main points in 300 words in multiple bullet points. Key Functions: - Extract data from a relational database via SQL queries. - The ability to process and analyze reviews from different platforms such as blogs, social media, and online stores. - Generate a coherent 300-word summary from a multitude of reviews. Required Skills and Experience: - Expert level understanding of Python programming. - Knowledge and experience in SQL querying is a necessity. - Experience with Natural Language Processing for summarization. - Familiarity in dealing with relational databases. - Prior experience with text summarizat...
I'm looking for a seasoned research writer with proficiency in technology, specifically FPGA software systems. The focus is on creating a comprehensive research paper on an FPGA based Accident Detection and Prevention Software. Key objectives include but are not limited to: - Understanding of real-time accident detection - Expounding on measures for accident prevention - Thorough explanation of the emergency communication system The ideal freelancer should be knowledgeable about artificial intelligence and its implementation in accident detection systems. Critically, they should be able to dissect and present complex tech language into a comprehensible writing. Evidence of past research work in this field will be a major plus.
We need to detect if the axle is in...com/drive/folders/1FrZZyXCPGQbNK_tEgGvX1Auj2F60N7UR The system must perform object detection, with a critical requirement for real-time operation. Key tasks and requirements include: - Develop a high-precision hinge detection system, using Python programming language. - Implement object detection algorithms, ensuring accurate and real-time detection capabilities. - Ensure the system operates in real-time, with minimal to no delays in processing. - Utilize computer vision best practices to enhance the system's performance and accuracy. - Experience with computer vision, object detection, machine learning, real-time processing required. - Proficiency in Python programming is essential. - Ability to deliver a high-precision syst...
Project details: In ...give a quote if you're not interested, in many cases i got quotes and when i'm writing i don't get a response, for this kind of freelancers i think they quoted blind w/o any interested. Project rules: 1- Payment would be escrowed fully at the begin, after finishing the whole project i'll release pls. dont ask during your work for release 2- a testserver would be provide 3- The given and accepted time is the dateline if the candidate couldn't do the job in this time and don't inform me in-time the job would be cancel 4- i would be informed frequently about the progress 5- It's not allowed publishing this work in private portfolio or elsewhere and sharing this 6- All parts of programming should be commented and a...
I'm seeking a distinguished programmer fluent in Java and C. Experience in both languages is essential, as the project will involve intricate tasks that require thorough understanding of the languages. I appreciate precision, good communication, and dedication. Although there's no specific deadline, I put great value on progress and regular updates. Please include examples of your previous programming work in the bid. Skills/Experience: - Proficiency in Java and C - Strong problem solving abilities - Excellent communication - Attention to detail
...general how you would go about this so i know you are suitable for the task? I'm seeking a proficient coder, experienced with Python or Java, to create a system that integrates with Solscan API to provide real-time updates and send Telegram message and second part of project a buy order ideally based on certain criteria. ideally stage 1 completed in two weeks. Key Requirements: - Proficiency in Python or Java programming - Prior experience with API integration, notably Solscan - Ability to deliver the project in two weeks The selected freelancer will demonstrate a solid understanding of creating real-time updates using APIs. Knowledge and experience with Solscan API will stand as a significant advantage. I'm looking for someone with a diligent, hig...
For my school project, I've chosen to delve into the fascinating subject of artificial intelligence, honing in particularly on natural language processing. My main focus is on understanding and employing NLTK (Natural Language Toolkit), I need a simple but good chat bot with program, Minimum 20 different statements & conversation, it's for internet banking, Important it should be done with nltk, it should have good UX designs too, Skills and Experience: • Proficiency in artificial intelligence concepts • Specific expertise in Natural Language Processing • Experience in Python programming with a solid understanding of the NLTK library • Ability to develop a working, straightforward program using NLTK fo...
I'm looking for a creative designer to develop an engaging and interactive augmented reality environment with educational content targeted at teenagers. Key Requirements: - Experience in designing augmented reality environments for educational purposes - Proficiency in using C# as the primary programming language - Understanding of teenagers' learning habits and preferences Responsibilities: - Design an appealing and interactive augmented reality environment for teenagers - Incorporate language-based educational content that effectively engages and educates the target audience Ideal Skills and Experience: - Proven track record in designing successful augmented reality games for educational purposes - Proficiency in C# and its application in ...
I require a specialist in running code that is based on AI/ML, specifically ResNet MobileNet, and oth...in running code that is based on AI/ML, specifically ResNet MobileNet, and other nature-inspired algorithms on my Windows laptop. The expertise required: - Extensive experience with Python, the programming language the code is written in. - Robust knowledge in machine learning and AI. - Familiarity and experience with Windows OS and optimization thereof for machine learning code execution. - Understanding of Predictive modelling, the primary outcome goal of the code. The goal of this project is to have the code successfully run and produce the expected Predictive modeling results. Be prepared for minor troubleshooting and optimization to make that happen within the...
...to write 1 article for my Amazon client and post them on relevant news platforms. IMPORTANT**Please provide me with "the estimated duration of the project", and "examples of your past work",and "how many platforms will you post" for reference** Requirements: 1 article for product placement marketing about my Amazon clients' products.(and put the link to the product in your articles) we can discuss and adjust the article if needed these articles to at least 10 related news platforms/blogs in the US only. For example, post pet care articles to multiple USA pet care platforms. we can discuss and adjust the platform if needed a report detailing which news platforms you posted to and which performed the best. us to quote...
The course link on is: /ou/course/java-se-17-programming-complete/106874
I'm in need of a Python script that can crawl through a list of websites provided in an Excel file and export all the webpages it finds into a new Excel file. This task is aimed at scraping the entire content of the websites, not just a specific piece of information. Key Requirem...list of websites from an Excel file. - The script should use natural crawling mechanisms, not sitemap, to find all the webpages on each website. - All the webpages found on the websites should be exported into a new Excel file. The purpose of this script is to aid in analyzing the content of these websites, so it's crucial that all pages are scraped. Ideal Skills: - Proficiency in Python programming, particularly web scraping. - Knowledge of Excel file handling in Python. - Experience with w...
...solutions and language learning services. Known for our personalized approach and our ability to drive success in both the digital sphere and language acquisition. Now we're expanding our team! We're on the lookout for dedicated Sales Representatives who are eager to reach out to businesses and help elevate their digital presence. Here's what you need to know: - Tasks: Generate leads and close contracts. - Compensation: Commission-based earnings. - Product: Digital marketing services (Graphic Design for Social Media mostly) and conversational Spanish classes. - Payment Terms: Commission paid monthly, based on client payments received. - Availability Requested: Flexible. What We're Looking For: - Any level of experience is...
I have an instructional install video that needs some tweaking. - Background Noise Removal: There is some background noise that needs to be removed to improve the overall sound quality. - Text Overlays: I'm also looking to add text overlays to further clarify and emphasize key points in the video. The video is aimed at beginners, so it's crucial that the edits don't make the video too complicated or overwhelming for this audience. Ideal skills: - Video editing - Audio editing - Text overlay implementation - Understanding of beginner audience's needs - Familiarity with instructional videos
...actionable trades on our trading platform. The primary objective of this project is to integrate our existing algorithm with the trading platform's API to automate the execution of trades based on generated signals. The selected freelancer will be responsible for establishing a robust connection between the algorithm and the trading platform's API, ensuring timely and accurate execution of orders. Key tasks include: 1) API Integration: Configure and establish a secure connection between the algorithm and the trading platform's API, allowing for seamless communication and trade execution. 2) Signal Translation: Develop a mechanism to interpret buy and sell signals generated by the algorithm and translate them into executable orders on the trading platform....
I'm looking for an expert in artificial intelligence, specifically with proficiency in natural language processing. The project involves using AI for content creation for social media posts. Desired skills and experience include: - Expertise in AI and natural language processing - Previous experience in content creation algorithms - Knowledge of social media engagement strategies and trends The goal is to generate engaging, relevant, and tailored social media content that resonates with our audience. Bidders should showcase prior work and relevance to this project.
I am seeking a proficient specialist in Excel 2010, with extensive experience in the creation of VBA Macros, designing data e...a proficient specialist in Excel 2010, with extensive experience in the creation of VBA Macros, designing data entry sheets, automating tasks, and generating reports. Key responsibilities include: - Design and develop efficient VBA Macros - Design accessible and streamlined data entry sheets - Automate various Excel tasks for increased productivity - Generate comprehensive and insightful reports Ideally, you have advanced knowledge of Excel and VBA Macro programming, demonstrating a proven track record in dealing with complex Excel projects. A strong understanding of spreadsheet automation and report generation is fundamental to execute this proj...
I'm looking for an expert in data extraction and parsing, capable of developing a robust system for scanning resumes and extracting a multitude of details. The requirements will include pulling: - Personal Information: Name, Address, Date of Birth - Previous Client Information - Family Details - Educational Background - Language Proficiency (both native and acquired) - Marital status - Data on children After the extraction is completed, you'll also be responsible for parsing this data onto our website. It should be presented in a neat, tabular format that's easy for users to discern and understand. This job is perfect for freelancers with a knack for data mining, extraction and web page formatting. Familiarity with multiple pro...
I am seeking a Python expert to assist with debugging a single script. The script is built primarily using functional programming concepts. Key requirements: - Troubleshoot and identify issues within the codebase - Suggest and implement fixes to ensure the script is running efficiently - Experience with functional programming concepts in Python This is a small project, and the ideal candidate should have a strong understanding of Python, specifically in debugging and functional programming. The codebase is not extensive, so I anticipate this project to be completed within a short timeframe.
...various data sources. Programming Languages: Demonstrate proficiency in Java and C#. Your code is not just functional but elegant. Team Leadership: As a seasoned engineer, you’ll mentor junior team members, foster collaboration, and drive technical excellence. Cloud Solutions: Familiarity with Azure or AWS is essential. You’ll architect, deploy, and manage cloud-based solutions. Data Import Strategy: Devise a robust strategy for importing data efficiently, ensuring data quality, and maintaining performance. Collaboration: Work closely with cross-functional teams, including data scientists, analysts, and product managers. Requirements Participate in a team-based Agile Scrum Environment: Supports design, development, implementation, and maintenance of softwar...
I am looking for an exceptional web developer who can create an informational website aimed at the general public. I have all the necessary content available, and I need someone who can perfectly input this content into a sleek, easy-to-navigate design that will engage and inform users. Ideally, looking for someone to create a wordpress website. Ideal skills and experience: * Proficient in HTML, CSS, JavaScript or relevant programming languages * Experience in designing and developing websites with a clear and engaging interface * Strong comprehension of UI/UX design, making sure the website is user-friendly for the general public * Proven track record in efficient project delivery * Ability to adhere strictly to my branding and design guidelines. Lastly, I...
...several graphics for my physics research paper. Graphics Required: - Graphs - Diagrams - Charts - 3D graphics The graphics should be of moderate complexity. Previous experience in creating scientific graphs and figures essential, and a knowledge of physics is highly beneficial. Your role will involve understanding the scientific data and generating visuals that best represent the given information. The graphics need to be clear, accurate and professional, as they will be used in a published paper. Ideal Skills: - Expertise in Latex and Tikz programming - Experience in creating scientific graphs, charts, and diagrams - Knowledge of physics - Detail-oriented - Time-efficient and able to meet deadlines Please bid with samples of your past work, especially any graphi...
As someone ...available SDKs /software combaine what you need i am on a windows pc with the topaz in front. Python is main but load or do what you need. The captured signatures should be saved in a format that's optimal for database storage and for use in official forms. The preferred database management system for storing these signatures is SQLite3. The ideal freelancer for this role should have: - Extensive experience in Python programming. - Developed skill with hardware integration (preferably with Topaz products). - Proficiency in working with SQLite3 database management system. Your previous work with similar projects will greatly contribute to completing this project on time and with maximum efficiency.
...quizzes. Please advise on the best quiz type to use. - Embedding: The plugin should allow for easy embedding into website pages or blog posts. Being able to place the quiz in a sidebar widget would be a bonus. - Interaction: I am open to different ways for users to interact with the quiz, either by clicking on options, typing answers, or selecting from dropdown menus. Your insights on the most user-friendly option are welcome. - Management: The plugin should provide an interface to manage the quizzes. Ideal Skills and Experience: - Experience in creating interactive quizzes. - Strong UI/UX design skills for user-friendly interaction. - Excellent communication skills for explaining the best approach for quiz creation. Screenshots: Seamless embed, ma...
As the project owner, I require an Arduino Uno code, specifically designed to interact with a fingerprint reader for input, LCD and 14 relays for output. Key Requirements: - The code should identify 14 people's fingerprints (let's say 2 different fingerprints for each person), write the name of that person on the LCD and activate the corresponding relay for each person. - The associated relays will control a particular robotic device. - When an unrecognized fingerprint is scanned, the system should write on LCD "unrecognized fingerprint" without triggering any relay. Ideal Skills and Experience: - Proficiency with Arduino programming - Experience working with fingerprint readers - Knowledge of relay and robotic systems . Familiari...
...This game will primarily be for PC and Console platforms. Key Components: - The game will be rooted in a low poly fantasy world, attaching a unique aesthetic charm and feel to the game's environment and characters. - The gaming experience should focus on puzzling quests that challenge the player's problem solving abilities. - An element of exploration and treasure discovery must be integrated, keeping the game intriguing and engaging. - The combat system, while not the focus, should still be developed, keeping in line with the fantasy theme. Ideal Skills: - Proven experience in PC and Console RPG game development - Excellent understanding and application of low poly design - Prior success with puzzle and exploration-based games - Strong design and programming...
The task centers around leveraging Python programming and machine learning skills to perform data analysis. The data to be analyzed are contained in an Excel sheet, specifically focusing on customer data. The ideal freelancer for this task should exhibit the following: - Strong proficiency in Python programming. - Solid experience with machine learning. - Familiarity with data analysis, particularly descriptive analysis. - Ability to accurately interpret customer data. The task requires a reading of the Excel sheet and performing data analysis based on the customer data contained within. The chosen Python and machine learning expert will focus on descriptive analysis techniques to extract meaningful insights. Your insights should guide our strategies in terms of cust...
I'm in need of an imaginative social media guru to strategize the Instagram launch for my new online fitness/bodybuilding platform targeting beginners. Your focus will be on creating transformational content that resonates with this audience, inspiring them to join our community. Your responsibilities will include: - Planning and executing a compelling Instagram content strategy - Producing transformational 'before and after' content - Engaging with our target audience to build a loyal following Ideal candidates should have: - Experience within the fitness/bodybuilding sector - Proven track record managing successful Instagram accounts - Ability to create motivational, beginner-friendly content - Understanding of what drives engagement on Instagram This is...
I am seeking the services of a talented and experienced Artificial Intelligence (AI) specialist to build an AI solution for generating video ads automatically. Key Features: - The AI should be capable of creating a variety of engaging video ads tailored for various audiences. - The ads will be used in various digital marketing campaigns so they should be compatible with diverse platforms and user interfaces. - The AI's ability to innovate and come up with unique ad concepts is a major requirement. Ideal Skills: - Expertise in AI and Machine learning. - Proven experience in AI-driven video ad creation. - Knowledge of digital advertising trends. - Clear understanding of audience targeting and segmentation. I need a dynamic and creative AI solution. If...
I have a project that requires setting up an 8 Channel Arduino Relay Module and programming it to operate using a basic 4 button hand controller. My Arduino board of choice is the Arduino Uno. For the hand controller, I need different functionalities: - Each button should be able to toggle a specific relay on and off. - Certain buttons should cycle through a sequence of relays. - Some buttons should have the ability to control a combination of relays. Importantly, only 1 relay should be controlled at a time. The ideal freelancer for this project should have a deep understanding of Arduino programming, particularly with Arduino Uno, and experience with relay modules and controller setup. Familiarity with creating flexible, customizable controls is a plus.
We are seeking a skilled and experienced java developer to create a custom JMeter backend listener that can send real-time test results directly ...seeking a skilled and experienced java developer to create a custom JMeter backend listener that can send real-time test results directly to a PostgreSQL database. This project aims to enhance our testing capabilities by enabling seamless integration of JMeter results into our PostgreSQL environment, similar to existing solutions for MySQL like the one found at "" Requirements: Proven experience with Java programming and JMeter test development. Strong knowledge of PostgreSQL and experience in integrating it with Java applications. Familiarity with the JMeter API and backend listener framework
...developer to work on a decentralized application (dApp) for a DeFi gaming platform. The ideal candidate should be proficient in Smart contract development, Solidity programming, and Blockchain integration. Additionally, skills related to NFTs and art (Web3 artist) are highly desirable for this project. Key Responsibilities: - Develop and deploy smart contracts on the blockchain - Implement and integrate blockchain technology for the dApp - Design and integrate NFTs and other art-related aspects into the platform Functionalities Required: - User authentication - Token trading - Voting system Ideal Skills and Experience: - Previous experience in DeFi or gaming dApp development - Strong knowledge in Smart contract development, Solidity programming, and...
Looking for a talented Java developer to build a to-do list application with a focus on Object-Oriented Programming (OOP). The application will be simple yet effective, featuring offline usage capability which is crucial for productivity in various environments. Key Requirements: • Application Compatibility: The app must be compatible with Windows, Mac and Android platforms. • Offline Functionality: The app should allow users to continue using without a constant internet connection. Skills and Experience: • Proficient in Java OOP. • Extensive experience developing applications for different platforms. • Good understanding of implementing offline capabilities in applications. Application Guidelines: • Freelancers are require...
I need a coding whiz capable of handling a rigorous coding assessment on my behalf. Proficiency in Python, Java, JavaScript and NPL. I have my recorded answers already just need someone to help me ma...rigorous coding assessment on my behalf. Proficiency in Python, Java, JavaScript and NPL. I have my recorded answers already just need someone to help me make sure they are correct. The use of AI like chatgpt will not work for this. - Assignment Details: The assessment will include tasks revolving around Algorithmic Problems and Object-Oriented Programming Problems. - Ideal Candidate: A highly experienced developer with a proven track record handling similar tasks and delivering under tight deadlines. Please, only bid if you meet the above criteria and you're ready ...
I am seeking a skilled Python developer with expertise in troubleshooting to resolve an issue with an application. The main purpose of the application is data analysis, web scraping and automation. Currently, the application has been crashing or freezing right at the startup. The ideal candidate for this job should have: - Extensive experience in Python programming - A background in data analysis, automation and web scraping domains - Proven track records troubleshooting application start-up crashes or freezing - Good problem-solving skills, ability to diagnose and fix bugs efficiently. Your main task will be to identify and fix the issue causing the application to crash during the startup. This is a critical project, so a timely resolution is vital.
I need a talented individ...and populated into a web application. Key Tasks: - Develop and integrate the UPC scanning software to be used with the camera attachment for the Arduino board. - Establish a Wi-Fi connection for the Arduino IoT UPC scanner to communicate with the web app. - Ensure accurate transmission and population of the scanned product information in the web application. Ideal Skills: - Proficient in Arduino programming and working with camera modules. - Experience in IoT development and integrating devices with web applications. - Knowledge of UPC scanning software and data transmission. The successful completion of this project will require someone with a keen eye for detail, excellent problem-solving skills, and the ability to innovate and d...
I'm looking for someone to develop a real-time human movement speed detection system using Python and a dynamic vision camera. Key Requirements: - Real-time Monitoring: The system should be able to monitor and calculate the speed of human movement in real-time. - Moderate Precision: Speed calculation should be at a moderate level of precision. It's crucial that the system can accurately detect and measure the speed of human movement in a real-time scenario. Ideal Skills: - Proficiency in Python programming - Experience with real-time monitoring systems - Understanding of image processing and computer vision - Knowledge of camera systems and their integration with software Your deliverable will be a well-documented Python program that can calculate and display t...
I'm in need of assistance with Codility assessments, specifically focusi...encompass: - Expertise in SQL or Python. Familiarity with both languages is advantageous. - Proficiency in algorithmic programming, capable of thinking strategically to solve intermediate-level problems. - Ability to assist in solving three different task types in Codility, including: 1. Time complexity problems 2. Sorting and searching problems 3. Counting elements problems Ideal candidates would have experience preparing or mentoring for codility assessments and a strong background in programming. Your intricate knowledge of problem-solving within the realms of algorithmic programming would be highly beneficial. A methodical approach to problem-solving and aptitude fo...
...iOS version for better user experience and performance. Key improvements include: - User interface enhancements: Making the app more visually appealing, intuitive, and user-friendly. This includes refining the menu navigation and restaurant listing screens. - Performance optimization: Ensuring the app is responsive and runs smoothly, eliminating any lags or delays during usage. - User registration and Sign In: Implementing a seamless, secure registration and sign in process for users. - Menu navigation: Enhancing the menu navigation to be more intuitive and interactive for users. - Restaurant Listing: Improving the restaurant listing functionality for better accessibility and user experience. - Live order tracking: Implementing or refining the live order t...
I'm looking for expert coders who can assist me with implementing various trading strategies in C# on the TradeStation platform. Key Requirements: - Proficient in C# programming language - Experience in developing trading strategies for TradeStation Trading Strategies: - Trend Following: Develop a strategy that identifies and takes advantage of market trends over time. - Mean Reversion: Implement a strategy that capitalizes on the tendency of a market to revert to its historical average. - Breakout Trading: Create a strategy that enters positions when price breaks through a significant support or resistance level. Your role will be to take these concepts and turn them into functional, efficient code that can be executed on the TradeStation platform. The success...
...have a fascinating true story that I believe would be perfect for all audiences, and I'm looking for professionals to help me sell it. It's very important that the story is seen as informative. Key points: - True story: The narrative is based on a real-life event, which adds an extra layer of authenticity. - Informative: Whistle blower exposing Facebook approval of online gambling ran through pages, groups, profiles. Exposes alliances with Cashapp, Paypal, Venmo as the top three transaction exchanges. Inside involvement with gambling Names, live video, payment of winnings. Bingo, Pull tabs, slots and vendors. I'm looking to collaborate with a freelancer who has a background in content sales, storytelling, and radio programming. Experience with ...
Looking for a reliable Android developer proficient in Java to design a new application with specific features that fulfill my needs. The ideal candidate would have extensive experience in: - Developing on the Android platform specifically for smartphones. - Implementing social media integration into apps, as this is a vital aspect to my project. - Adding advertising capabilities to apps. Experience with different ad formats and placement strategies would be beneficial. - Redesigning and improving upon User Interface (UI) to create an optimal user experience. In-depth knowledge of Java is crucial, as it's the preferred programming language for this project. Familiarity with in-app purchases and working in offline mode would be a bonus, although not a requ...
I am in need of an experie...experience with scientific measurement equipment. Specifically, I require a professional who can: • Revamp the current configuration for improved compatibility. • Extract maximum functionality from existing resources. Key skills and experience: • Expertise in equipment modification. • Proficient in mechatronics (electronics, electrical and mechanical). Skills that are a plus: • Software programming. • Reverse engineering. • Pneumatics. • Drawing using CAD. We encourage under-grad students from UH, Rice, etc., to apply as an Intern. Requirements: • Must work at East End (near Second Ward) area in Houston. The project timeline is immediate with the expectancy for high-quality results. Prompt...
I'm looking for an AI-powered image editing solution that can handle a series of tasks. Key Features: - Primarily, I'm interested in its ability to edit faces in images. This includes automatically opening closed eyes in pictures. - I also require standard image editing features, such as color correction, cropping, resizing, and text addition. The ideal freelancer for this job would have experience in image processing and artificial intelligence. They should be able to develop an AI system that can recognize and fix common issues in photos. Familiarity with existing image processing libraries and AI frameworks would be a plus.
I'm looking for a freelancer who can help me automate my JIRA tasks by creating a subtask for every paragraph within the Description field. Key Requirements: - The automation should trigger whenever there's a double line break in the description. - The subtask should inherit all attributes from the parent task, including Summary and parsed Description. - The parsed paragraph from the parent task should be included in the subtask. Successful freelancers should be able to: - Build JIRA automations - Be familiar with the JIRA system and the programming languages or tools that can be used for creating such automations. This includes JavaScript and any other language that JIRA supports. Your application should demonstrate your expertise and experience i...
I'm looking for a professional to review my embedded C++ source code. The review should encompass the following: - Identification of any potential issues which could result in undesired behaviour - Identify any obvious errors in logical design or use of pointers, arrays etc Lint has already been run on the software - I do not want to see the output of lint! This code has been tested on hardware and performs ok. It controls motors, reads switches, encoders and ADC's, and drives eeprom and digipots. I need a final check to capture any errors or issues that may not be known. I do NOT want any style or general commenting recommendations - the review is ONLY TO IDENTIFY serious issues. I do not want speedup suggestions. This is close to production so any changes *need to b...
