Linear web designKazi

Do u teach Introduction To Applied Linear Algebra Using MATLAB?

Do u teach Introduction To Applied Linear Algebra Using MATLAB?

Looking to collaborate with Antenna experts for design/build of RFID UHF 860-960 MHz Active Digital always on antenna. It will support any RFID tags of the stated frequency range and the protocol. We have identified some possible technologies below but will rely on your expertise to pick one or combination of these or another suitable one from your experience. If you know of a pre-built solution that will be ideal. This antenna will be connected to our MCU via a comm port and be fully software defined. Our objective is to accomplish a 0.3 meters x,y,z 3D planer precision location of RFID UHF passive tags at about 25 meter cone at about 8 meters height from floor. Must be RFID UHF Frequency range (roughly 860-960 MHz, supporting US, Europe, Asia spectrums) Applicable ISO standards...

I'm in need of a CSS specialist who can meticulously recreate a graphic using CSS, ensuring the appearance and effects remain consistent across different devices and browsers. Expectations: - Recreate the graphic involving rings/circles, focusing on replicating the gradient...skills with a proven track record in creating visually appealing and interactive designs. - Familiarity with various CSS effects, particularly gradient colors, glow, and depth. - Ability to ensure compatibility and responsiveness across different browsers and platforms. Please note that the glow effect should be moderate, ensuring it is noticeable without overpowering the rest of the design. The type of gradient (linear or radial) to be used is open to your creative interpretation. Looking forw...

...industries. • Aim: This project's goal is delivering a bright, bold, and unique aesthetic that captivates and engages guests. • Preferred Style and Colors: The design should embody an eclectic mix of styles and a bold color palette to create a vibrant mood. Ideal skills for this project: • Proficiency in eclectic interior design • Experience in bright, bold color scheming • Experience designing for hospitality businesses. Your creative vision in blending different style elements can create an energetic, inviting atmosphere in our establishment. Interior Design Brief for Women's Salon 1. Overview: Design focus: Create a luxurious and functional space for a women's salon with distinct areas fo...

...Anti-Clockwise by 90 degrees. Step 3: After the Servo 2 STOP. Mitsubishi Linear Driver will communicate with Linear Motor moving in backward direction with low Torque and when Mechanically stopped will register the position as END POSITION. The motor will then move forward direction with low Torque and when Mechanically stopped will register the position as START POSITION. Step 4: After the Linear Motor reach START POSITION, Panasonic Servo Driver 2 will Rotate connected Servo motor Clockwise by 90 degrees. Step 5: After the Servo 2 STOP. Mitsubishi Linear Driver will communicate with Linear Motor moving in backward direction with maximum Torque and will stop 1MM (or equivalent steps) before the END POSITION. Step 6: After the Linear Moto...

We are seeking an experienced skilled Raspberry Pi developer for an exciting machine workflow using Raspberry Pi and servo motors. The project involves developing software for control, and integrating the Modbus TCP/IP protocol. The successful candidate w...successful candidate will demonstrate expertise in Python programming, servo control, and Modbus communication. Phase 1: Set up the Raspberry Pi 4b to control servo motors and configuring communication with the Panasonic Minas Driver and Panasonic Servo Motor. Install Modbus server software and develop custom Python scripts for Modbus communication and servo motor control. Phase 2: Control Iron Core Linear motors and configuring communication with the Mitsubishi Driver . This can turn into a long term project for the right ...

I'm looking for an expert in numerical analysis who can help me with a range of tasks. Here's what the job involves: - Solving Linear Equations - Interpolation - Integration While I haven't specified a programming language in the options, I'm currently working on this project by hand. If you're proficient in Python, MATLAB, or C++, your insight into these languages might be helpful. The project is urgent and needs to be completed ASAP. If you're skilled in numerical analysis and can deliver quality work under tight deadlines, I'd love to hear from you.

I'm seeking a Python expert to develop a solution for a resource allocation problem that involves both the Knapsack Problem and linear programming (LP) models. Key Requirements: - This project is focused on resource allocation, so the main goal is to craft an algorithm that can efficiently solve the classic Knapsack Problem. - You will also be required to incorporate LP models in the solution to enhance the resource allocation process. Skills & Experience: - Proficient in Python for algorithmic problem-solving and have a solid understanding of optimization techniques. - Experience in working with LP models and understanding of how to apply them in real-world resource allocation problems. - Previous experience in developing command-line interfaces for solutions - as this ...

I'm seeking a ...seeking a skilled designer with a knack for creating modern, minimalist logos. For this project: - I currently do not have a logo, so your expertise will be the foundation of my business's brand. - I'm looking for a sleek, clean design in beige and black, featuring linear, geometrical elements. - I aim for the colors to both embody a level of sophistication and be representative of the company ethos. Ideal skills and experiences should include: - Extensive expertise in logo and graphic design. - Proficient with modern design trends, especially minimalist design. - Strong understanding of color theory and application. - Previous experience in creating brand identities is a plus. Your creativity and innovative ideas are...

For my ongoing project, I need a specialized Printed Circuit Board (PCB) design for an iMX8 Micro Processing Unit (MPU). Below are the main requirements: - Power Management: This is crucial for the project. The PCB design should incorporate an integrated voltage regulator. Specifically, I prefer to use a linear voltage regulator which can provide continuous, stable supply and suit the power requirements of my MPU. Skills and Experience: - Knowledge in PCB design with a focus on power management. - Familiarity with iMX8 MPU would be beneficial. - Proficiency in using linear voltage regulators and designing for signal integrity purposes. - Previous experience in designing intricate PCBs will be a plus. Your expertise can make a substantial difference...

I need a comprehensive predictive modeling using regression models specifically tailored for industry-specific data. Key Requirements: -Expertise in industry-specific data handling and analysis -Precision in building and executing regression models -Sound understanding of predictive modeling techniques The ideal freelancer shou...in industry-specific data handling and analysis -Precision in building and executing regression models -Sound understanding of predictive modeling techniques The ideal freelancer should have a solid portfolio in statistical modeling, particularly in regression and predictive analyses involving industry-specific data sets. Specifically they should should have an in depth knowledge of Generalised Linear Models used in evaluating risk in the Motor Insuranc...

I'm in need of a professional data analyst who can help me with a linear regression analysis of customer data. Key Requirements: - **Data Analysis**: You should have a strong background in data analysis, and experience with customer data is a plus. - **Linear Regression**: Proficiency with linear regression is essential for this task. - **Finance Proficiency**: Experience in financial analysis would be beneficial as the analysis relates to loan default prediction. - **Problem Solving**: Ability to understand and adapt to the specific business case provided. The goal of this analysis is to understand the relationship between customer characteristics and the likelihood of defaulting on a loan. This information will be crucial for our risk assessment and decisio...

...expert adult readers. For a literacy project, we want to develop 2-3 fonts that speed up reading for beginners. We are looking for a skilled font designer who can use font development software to develop some fonts that are: 1- simple in form, without serifs, and have normal, thick, and bold forms (Italic is not needed). 2- well-spaced and has good proportions between tall and short letters in linear Arabic. 3- consider the spacing between the letters and the different vowels (harakat) that come above or under the letters of the same word. The font we want will be used extensively with harakat. So the designer must ensure that the harakat are well placed in case of the connected and disconnected letters. 4- One of the created fonts should also consider the bottom dots letters w...

...and sleek housing for our state-of-the-art traction loss platform used in a racing simulator. The platform is comprised of three layers: a base layer, a second layer equipped with two linear motors for left and right movement, and a top layer with a single linear motor for forward and backward movement. We have a basic frame design already established but need a designer to refine and enhance the aesthetics to match our modern and high-performance simulator systems. Responsibilities: -Design a visually appealing, modern, and sleek housing for the traction loss platform that complements the existing frame design. -Ensure that the housing facilitates easy access to the mechanical components for maintenance and adjustment without compromising on style. ...

I'm in need of a talented and experienced landscape architect or designer to help me with the site design and layout services for an RV park project. The creative input required is mainly around the specific configuration of RV slots, as I'm aiming for a linear setup. Experience and Skills Needed: - Strong knowledge of landscape architecture or design - Previous work in RV park planning or similar is advantageous - Understanding of spatial principles, specifically around layout configuration - Ability to generate plans in a linear arrangement Deliverables: 1. Complete Site Design and Layout: The main focus is the RV slot configuration which has to follow a linear arrangement. 2. Detailed Blueprint: Submit a comprehensive plan showing ...

I'm in need of a mathematics tutor with a solid understanding of various topics including optimisation models, networks, linear programming, integer linear programming, metaheuristic algorithms, operation research, and R programming. Familiarity with these areas is crucial to effectively aid in my exam preparation. I have specific study materials that will be the focus of our tutoring sessions. Therefore, the ideal candidate will be able to work with provided materials.

...engineer or related professional who can design and assemble a custom made, electrically driven actuator with a control circuit. The specifics of the project include: - The actuator should be capable of providing linear motion. So, an understanding of linear motion systems and mechanisms is crucial. - The actuator must be able to handle a maximum load of 10-50 kg. - The driving mechanism for the actuator should be electrical. Therefore, the freelancer should possess strong knowledge in this field; experience in dealing with similar electric actuator systems would be a significant plus. - The design of a control circuit for managing the actuator's functions is also an integral part of this project. Exceptional skills in circuit theory and design...

...first video mockup as reference Key Functionalities Required: - A robust search feature - A powerful product comparison tool - Efficient user account registration Design & User Flow: The design should be lean and clean, echoing the spirit of minimalistic aesthetics. Moreover, the user flow should be linear, meaning that users should be guided step-by-step through the interface. Ideal Skills: - Proficiency in minimalistic UX/UI design - Experience with designing linear user flows - Familiarity with creating search features, product comparison tools, and user account registration systems Previous experience or proven capability in designing similar user interfaces would be highly appreciated. Portfolio showcasing

We are looking for a logo for my business partners personal brand. His name is Carl Allen. He is a in business acquisition. Looking for Something CLEAN. ICON + CARL ALLEN - linear please. Here is his IG to see our style... Here is his YT for reference. -@carlallenofficial You'll see on this page... that these author speakers all have a personal brand LOGO. Use these as examples.

...looking for an experienced individual to help me create an interactive web platform that will serve as a guide to various types of machine learning algorithms. The purpose of this guide is to cater to beginners and intermediate level practitioners who have a basic understanding of programming concepts. The ideal candidate for this job would have: - A strong understanding of machine learning algorithms and their practical applications - Experience in creating interactive web platforms - The ability to simplify complex concepts for a beginner audience - Good programming skills, as some technical programming knowledge will be required for creating the interactive elements Key requirements for the interactive web platform include: - Clear, concise explanation...

My application should have 4 different screens: Favourites, Genres, Search, Options. Favourites should list the books/novels people like in a grid like layout. On the 2nd screen, Genres, novels should probably be ordered horizontally in a linear layout so they can be scrolled horizontally for a few different niches. Search does basically what it says. And Options should look like iPhone Settings page basically.

I'm seeking an expert in creating prediction models, with a specific focus on Linear, logistic Regression. This project entails building a robust prediction model, primarily using numerical data. There is no specific purpose identified yet, thus the model should be of a general nature and able to adapt to various predictions such as product sales, customer behavior changes or spam classification. Ideal Experience and Skills: - Proficient in creating Linear Regression Models. - Extensive experience with numerical data analysis. - Flexibility to adapt the model to different scenarios. - Strong analytical skills and attention to detail. Your creativity and expertise will greatly enhance this project's success.

...Computing in healthcare, focusing on oncology solutions. Key elements within the design should include: - Cloud Platform - Medical symbols for CT, cancer care, oncology software - Linear Accelerators (linacs) - Icons or images representing treatment planning - Icons representing Managed Service Cloud Benefits (Data protection, Security, ITSM, 24/7 support, etc.) The color scheme for the banner should predominantly include shades of blue, signifying the trust and confidence we inspire in our users. It will be beneficial if the designer posses previous experience in healthcare or technology industry related design to understand the technicalities and deliver refined results. Strong proficiency in modern design software and a keen eye for detail will be al...

...machine learning model development, and natural language processing to bring an image recognition project to life. Specifically, I'm looking for your contributions to: - Thoroughly analyze large quantities of data and draw insightful conclusions from it - Develop advanced machine learning models to fulfill our needs - Apply natural language processing techniques for improved project outcomes - Design and develop AI models to meet project requirements - Convert AI/ML models into APIs that other developers can use - Perform statistical analysis on big data sets - Manage project infrastructure and the development of AI models and projects - Work with other machine learning engineers, data engineers, and AI engineers to develop machine learning models Below are the qualificat...

I am looking for an experienced individual to help me create an interactive web platform that will serve as a guide to various types of machine learning algorithms. The purpose of this guide is to cater to beginners and intermediate level practitioners who have a basic understanding of programming concepts. The ideal candidate for this job would have: - A strong understanding of machine learning algorithms and their practical applications - Experience in creating interactive web platforms - The ability to simplify complex concepts for a beginner audience - Good programming skills, as some technical programming knowledge will be required for creating the interactive elements Key requirements for the interactive web platform include: - Clear, concise explanations of va...

...ILL from legacy networks (SDH, RF, SHDSL Modem) to cutting-edge Next Generation Networks (FTTH GPON), ensuring minimal disruption and maximum efficiency. • Last Mile Connectivity: Specialized in providing last-mile fiber connectivity, whether through aerial or underground routes, ensuring robust connections for Business, Enterprise, and SMB customers to nearby Points of Presence (POPs) through linear or protected paths (ring). • ONT/MDU Installation and Commissioning: Skilled in the deployment of ONT/MDU units, routers, firewalls, and firmware upgrades, coupled with thorough service testing to guarantee optimal functionality. • Optical Fiber Expertise: Proficiency in optical fiber splicing, pigtel termination in ODU/FDH/FMS, optical power measurement, and labeling,...

...ColdFusion that focuses on trading with interactive charts. Below are the main components and requirements for the project: - Development of three linear graphs: The platform will feature three line charts for displaying market data. These charts should be clean, visually appealing and designed to be easily readable by users. - Interactive graphic element: A key feature of the platform will be an interactive graphic element that users can draw anywhere on the screen. This element should be fully customizable, with the ability to be resized, dragged and dropped, and change color. It's important that this feature is intuitive and user-friendly. - Visual design: The platform should have a frontend that is visually appealing and designed in pastel colors. The overall l...

I am seeking a proficient statistician well-versed with Excel, regression tests, and correlation tests, to analyze 380 responses for my thesis research. Key Responsibilities: - Perform regression tests. Although specific tests aren't specified, proficiency in linear, logistic and multiple regression would be advantageous. - Conduct Pearson and Spearman correlation tests. Knowledge of Kendall correlation tests would be a plus, though not required. - Outcome of these tests should form my data analysis and findings chapter. The successful candidate will provide a written summary detailing the results, their significance and implications to the overall study. - Also in data analysis chapter write about the content analysis of websites which is already done It's necess...

I need a highly skilled engineer to develop a design for a manufacturing robotic tool. The robot's critical function includes a basic motor and pulley system, designed primarily for assembly tasks. The tool should be specifically designed for linear motion. Skills and Experience: - Mechanical Engineering - Robotics - Manufacturing Engineering - Assembly Processes - Mechanical Design This project requires detail-oriented individuals with superior communication. Previous experience or knowledge in robotic tool manufacturing would be a significant advantage. Anticipated turnaround time for this project is crucial; prompt responses and progress updates would be expected throughout the project.

I am urgently seeking a Python guru to fix a function issue in my linear regression code within 3-5 hours. This code is built using Python libraries - NumPy, scikit-learn, and pandas. Please only get in touch if you can confidently resolve this within the specified timeline. Your strong experience in dealing with Python's syntax, particularly in the context of these libraries, will be highly valued.

I am experiencing issues with my mathematical programming model. The model is an integer linear programming model written using Python and Gurobi. Currently, the code is not able to work, particularly when it is trying to output results. I am facing some error messages, the code actually has 2 excel files to retrieve the data from, the first one is data file (Demand, Capacity, etc), the other file is the distance matrix.. Key Details: - Issue: The code freezes during result output stage - Error messages: yes - If the Result doesn't come in (Optimum travel time and the Decision Variable results) I wouldn't accept it!!!! I am looking for a freelancer with the following skills and abilities: - Experienced in Python programming, specifically, debugging complex code - Knowl...

I need an experienced full stack developer to work on an existing online furniture selling app which is compatible with both iOS and Android platforms. Existing project is developed with React Native, Expo, Node, Redux. Ypu can refer the dependencies list. - User Interface Enhancements: You'll be tasked to redesign the home screen and beautify product displays. A keen eye for design and exceptional understanding of user experience principles will be crucial in this aspect. - New Features Addition: Your skills and creativity will be required in adding new features that will make the app more user-friendly and intuitive. - Performance Improvements: You should have strong experience in improving app performance, making it faster and more responsive. Prior experience with e-com...

I'm in need of a professional to develop an advanced radio modeling mesh radio system, specifically for long-distance drone corridors. Key requirements include: - Long-range communication: The radios must have the capability to cover immense distances as the project involves a linear corridor of up to 300 km. - Mesh networking capability: The system should not be reliant on a single node and should be able to facilitate data transmission through multiple intermediate nodes. - Radios have already been identified. Need a radio signal propagation map to show signal strengths along corridor Ideal freelancers for this role should possess comprehensive knowledge and practical experience in developing radio systems, programming for mesh networks, and understanding the challeng...

Project...We require a more efficient algorithm to enhance the speed and effectiveness of these exact match lookups. Project Objectives: Develop a Python script that can perform exact match lookups quickly and accurately. Ensure the integrity and accuracy of the lookups to maintain database cleanliness. Key Requirements: Efficiency: The algorithm must reduce the time complexity compared to the current linear search approach. Accuracy: As the script is intended for database cleaning, the precision of matching cannot be compromised. Ideal Candidate Profile: Proficient in Python, with a strong background in data processing and text analysis. Experience with efficient data search algorithms and possibly with text matching techniques. Ability to write clean, optimized, and well-docume...

I am seeking a graduate-level engineering maths and probability teacher for weekly sessions. The chosen freelancer should have a robust knowledge base on the subject matter and proven experience in teaching at a high educational level. Key areas for tutoring include: - Calculus relating to engineering - Probability mathematics - Linear Algebra (Matrices) - Graph Theory - Multivariate Calculus The ideal freelancer will be able to create a customized lesson plan, emphasizing the said areas and adjust teaching methods based on my learning pace. Strong communication skills and patience are also desired. Please include your teaching methodology and any relevant teaching experience in your bid. An academic background in engineering or related field is preferred.

I need an expert who is proficient in CPLEX and Python to help me with implementing a fully developed mathematical model for a linear programming problem. The expected output of the implementation should be the optimal solution values. Key Requirements: - Translate the mathematical model into a CPLEX program - Implement the CPLEX program in Python - Ensure the implementation produces the optimal solution values Ideal Skills: - Advanced knowledge of linear programming and optimization - Proficiency in CPLEX and Python - Previous experience in implementing linear programming models Please note that I already have the mathematical model, so the focus of this project will be on the implementation aspect.

Necessito de um projeto de gaveteiro com um circulo usinado no fechamento superior e inferior para instalar um atuador linear. As gavetas precisam ter a profundidade ajustada devido ao atuador linear. O gaveteiro sera duplicado e um tampo de mesa adicionado acima. O desenho em 3d do atuador será fornecido. O desenho deverá ser fornecido em sketchup e depois adicionado ao corte cloud.

I need help with solving 40 college-level math problems. The topics include coordinates and basis, diagonalization, eigenvectors and eigenvalues, introduction of linear transformation, row column and null space, the characteristic equation, vector space and subspaces. It's not a crazy assignment, just a bunch of problems that I don't have time to solve. Ideal Skills & Experience: - Proficiency in College-level Math - Understanding of coordinates and basis, diagonalization, eigenvectors and eigenvalues, introduction of linear transformation, row column and null space, the characteristic equation, vector space and subspaces. - Ability to provide correct, concise answers without detailed explanations. - Familiarity with various mathematical notations.

I'm looking for a skilled individual capable of setting up and solving a Mixed Integer Linear Optimization model using CPLEX OPL. This is for our electrical grid system. The primary goal of this model is to help us choose new power plants, focusing on renewable energy sources and minimizing costs. Key criteria for the optimization model include: - Identifying the most viable renewable energy sources for our grid. - Determining the optimal capacity of the new power plants. - Minimizing costs while meeting the energy demand. This project does not have a specified budget, but we are looking for a professional who can deliver a high-quality optimization model that meets our requirements. Experience with CPLEX OPL and prior work in energy optimization would be advantageous. NOT...

I'm working on my university economics project requiring assistance with econometrical modeling in Stata. Specifically, I need help applying a linear regression model. The ideal freelancer for this job is highly proficient in Stata with extensive experience in econometrics. Key requirements include: - Expertise in using Stata for econometrics analysis. - Good knowledge and understanding of economics, specifically in creating and applying linear regression models. - Ability to instruct me on the steps taken to provide an understanding of how to utilize these skills in the future.

I'm hunting for an experienced script writer with a knack for creating gripping drama scripts. I'm imaginative and adventurous. Consequently, my project is a harmony of multiple characters and a blend of both linear and non-linear progressions. Expectations: - Develop a drama script geared towards radio. - Central focus: an ensemble cast, not just one main character. - Narrative structure: a mix of both linear and non-linear storylines. Ideal Skills: - Experienced in writing drama scripts for radio. - Great knowledge of creating interesting character dynamics. - Versatile in implementing mixed storytelling styles.

I'm seeking an expert in R programming and Linear Algebra to analyze a large dataset comprising more than 10,000 rows. As a skilled professional, you'll need to: - Apply your knowledge of Linear Algebra to tackle data analysis. - Perform descriptive statistics to understand the characteristics of the dataset. - Employ regression analysis tools to establish relationships within the data. - Visualize data trends and patterns employing advanced R techniques. The ideal candidate should have substantial experience in data analysis with R and a solid understanding of Linear Algebra. Your portfolio demonstrating similar projects will place you ahead.

I have ongoing work related to our previous project 'Minimalistic Logo for my business, Linear Junction'

...feature engineering, data preprocessing, and model selection - Excellent problem-solving abilities these are the machine learning algorithms. We can use some of the following whichever is easy to write the thesis Sir 1. Logistic Regression 2. Support Vector Machines (SVM) 3. Decision Trees 4. Random Forest 5. Gradient Boosting Machines (GBM) 6. K-Nearest Neighbors (KNN) 7. Naive Bayes 1. Linear Regression 2. Polynomial Regression 3. Ridge Regression 4. Lasso Regression 5. Elastic Net Regression 6. Support Vector Regression (SVR) 7. Decision Tree Regression 1. K-Means Clustering 2. Hierarchical Clustering 3. DBSCAN (Density-Based Spatial Clustering of Applications with Noise) 4. Mean Shift Clustering 5. Gaussian Mixture Models (GMM) 6. Agglomerative Clustering 7. OPTICS (O...

I'm in need of an engineering expert specialized in Ansys for in-depth assistance with a non-linear dynamic structural analysis project. Key specifications include: - Thorough evaluation of metal components via non-linear dynamic analysis in Ansys. - Facilitate an understanding of how metal components withstand stress, strain, and other external forces under non-linear conditions. - Generation of result-driven simulation reports and recommendations for modification, if any. Ideal skills and qualifications: - Proven experience with structural analysis in Ansys. - Deep knowledge of non-linear dynamic analysis. - Familiarity with the properties and functionality of metal components. - Ability to deliver accurate results in a timely manner. Overall, the ...

I need to convert an 2D .dwg file led linear lamp to a 3D .stp file with same and correct dimensions.

I'm looking for a talented graphic designer to create a minimalistic logo for my business, Linear Junction. My business is a business acquisition company focused on connecting sellers with buyers, but not as a broker. The current logo is terrible, but I needed something on the fly and used ChatGPT to create it. I want something with a better design from someone that can explain why the design is what it is. In other words, I want a logo that has meaning to it. I do not want ChatGPT or another AI originated/created logo. I want original work from a REAL artist.

I want diabetes prediction using all types of algorithm -svm, knn, linear regression logistic regression, naive bias, random forest, regression analysis, ensemble learning. All of the model should show the accuracy rate of prediction. A graphical pie chart showing which model is giving how much accuracy and validation loss. So that we can say that ml algorithm is best for diabetes prediction. I want a tableau visualization showing all of these predictions correctly A webapp using flask and a jotform for user to use and predict easily. If you can successfully deliver I would like to work on a thesis paper for publication

Integration of Financial Forecasting Module into Amana Pi...permitted. - Management of constant value categories, such as fixed expenses, to limit manual updates on certain categories. - Retention of both forecasts and actuals on the chart for comparison. Back-End Features: - Utilization of JSON data from our Amana Pilot API to develop forecasting, updating, and recording functionality for forecasted data. This includes employing machine learning models, like linear regression, to generate forecasts for each transaction category. Resources: - Addition of a 'status' attribute ('Actual', 'Forecast') to update the database. - Provision of API access and documentation for developers to utilize our API. - Reference cash flow tracking table snippets (sour...