Project model formemplois

...import json import torch # Load model parameters from JSON fil print("Loading model parameters from JSON file...") with open("/home/*****/codellama/7B/", "r") as f: model_params = (f) print("Model parameters loaded successfully.") # Load model weights print("Loading model weights...") model_state_dict = ("/home/****/codellama/7B/") # Create a new model instance using the loaded state dictionary model = ( (model_params["vocab_size"], model_params["dim"]), (model_params["dim"], model_params["n_layers"]), (), (model_params["n_layers"], model_params["vocab_size"]) ) model.load_state_dict(model_state_di...

i need a developer with skills on wordpress, elementor builder and php to make a dynamic form with inputs and printable image + product results based on the users inputs. i have a video explaning all so please bid if you think you can do this taks. my budget is around $150-180 for this task.

...and educational? I'm talking about a movie that could be used as Harvard Business Review case studies of a society and environmental supporting role model. I talk about that in my article, "A movie to scale corporate social responsibility", To be successful, consider these factors: Entertaining: The movie has to be extremely entertaining, so the masses will watch it. Educational: It has to be so educational that the Harvard Business Review writes articles about it and uses it as business case studies. Business schools around the global could start discussing it in classes. Role Model: Corporations will view it and be either ashamed of their level of social responsibility or proud of what they are achieving for all stakeholders.

...guidelines for the project: - The color scheme should be exclusively white. - The style should blend modern and classic elements. - No specific themes or inspirations are required for this project. Ideal skills for this job would be a strong background in fashion design, preferably swimwear. Knowledge of modern and classic aesthetics is also crucial. Proficiency in color theory would be beneficial, despite the limited color palette for this project. [I'm just going to copy/paste here what I've just sent to a couple artists for inquiry] Hello! I'm looking to make into reality 2 swimsuit designs for a store I'm creating and am in need of concept art for the manufacturer - Would you be able to help me with these and if so, what is your pricing an...

A fractional order system is a mathematical model that represents a system with non-integer order parameters. It is widely used in various fields such as physics, engineering, and biology to describe systems that are not completely linear and exhibit complex behavior. In this project, we will simulate an event-triggered impulsive control (ETIC) for a fractional order system. Event-triggered impulsive control is a control strategy that combines the benefits of traditional control theory with the advantages of impulsive control. It is particularly useful for systems that are sensitive to delays and have non-linear dynamics. In ETIC, a controller is designed to trigger an action at a specific event, such as the occurrence of a disturbance or the reaching of a threshold. This ac...

We need a Python Developer with expertise in Deep Learning to Develop a Model with Code, specifically targeting Object Detection. We will discuss more on chat box.

My project encompasses a specific target: performing named entity recognition (NER) on academic research data. I'm more especially keen on working on Hindi-English codemixed data. More project details: - You'll apply named entity recognition on a trained,test dataset that comprises a mix of Hindi and English. - Using XLM-DistilBERTA for the NER task is a must, trainisition matrix,guaranteeing consistency and precision in the results . Skills Needed: - Natural Language Processing Expertise, highlighting NER experience. - Proficient knowledge in using the transformer model, particularly XLM-DistilBERTA. - Experience in dealing with Hindi-English codemixed data. - Evidence of successfully completed similar tasks. - Python programming know-how.

I need assistance with a task of immediate importance. Our trailer with our family’s belongings was stolen recently, and a 5-minute security video contains crucial lead...find the items as soon as possible. I have a link to the original 5 minute video that was uploaded. I'm on the lookout for someone with: 1. Excellent attention to detail 2. Proficiency in video analysis 3. Reliable track record in identifying vehicles from video material. You are expected to identify the following aspects precisely from the video: • License plate number • Car's make and model • Car's color • Any additional info about the vehicle If you possess the desired skills and experience to help me retrieve the vehicle, do get in touch. Your bid should demo...

I'm looking for a proficient React Native developer to revamp my app through a series of updates, featuring prominently the implementation of In-App Purchases (IAP). Adeptness in handling Apple Store submissions and approval process is a prerequisite. Key Responsibilities: - Execute IAP implementation favoring a "single tier subscription" model. Understanding the specifics and subtleties of subscription-based purchases will be vital for this. - Update the existing code to ensure smooth functionality and enhance user experience. -making Change to IAP -publishing to app store and meeting all requirements for ios release Ideal Candidate: - Proficient in React Native - Proficient in iOS submission and approval process - Familiarity with implementing IAP - Previous exp...

...artist with proficiency in Blender to create a detailed character model of a exotic bully. The model will be used as a trophy top, approximately 250mm in length. it should incorporate a rose blanket like that resembles the Garland of Roses given to the winner of The Kentucky Derby. I need this to be optimized for a fdm printer. I have a few assets to work with to accomplish the job that I'll send over. Ideal skills for this project: - proficiency in Blender or other organic modeling software - Strong experience in character modeling - Ability in sculpting high-detail models The model should be of medium detail, suitable for trophy. Please include samples of previous character modeling work in your bid. Will need model within 3 days of bid...

I am looking for AI developer to create a large language model (LLM) specifically for installation and error fixing of softwares. Project Goal: create an LLM that can generate creative text specifically for software installation and troubleshooting software related errors. This includes: Installation Guidance: The model should provide general instructions for installing various software programs. Error Resolution: The model should give solutions to common software errors, including configuration issues and path-related problems. Note: This project(minor project) is intended for personal use only and will not be utilized for professional purposes

I'm looking for an experienced 3D modeller with proficiency in creating medium-detailed fantasy creatures. The task is to develop a 3D model of a Coeurl, an iconic creature from the Final Fantasy series. The desired style should be based on its depiction in Final Fantasy XVI. • Detail Level: The model should have medium detail. This means, while the central features and elements should be well presented, it doesn't need to be exceptionally intricate or complex. It needs to be realistic enough to capture the unique characteristics of a Coeurl. • Size specification: The miniature 3D model should fall somewhere in the medium size range, between 4-6 inches. • Style: The aesthetic style should align with the Coeurl as depicted in Final Fantasy XVI....

The Car is a Force Traveller. But you don't have to worry much about the actual car's exterior shape and design.. It's just the interior, and you can just approach like modeling a room's interior.. Floor layout is attached.. Exactly how the different elements and furniture sh...shape and design.. It's just the interior, and you can just approach like modeling a room's interior.. Floor layout is attached.. Exactly how the different elements and furniture should look (and modeled, especially those customized sofas and chairs) are also attached. The Youtube video makes it more clear.. So the job is, to make the interior Sketchup model only, all furnishing, windows, ceiling, AC vents, and all. Following the floor layout. Similar to the samples given.

I'm seeking a proficient CAD drafter with a specialty in SOLIDWORKS for the creation of a simple assembly model. It's required to have the final model compatible with STL file format. We have STL file for a plastic tray. I need someone who can change it to make it two parts to serve a special function. Ideal Skills and Experience: - Expertise in SOLIDWORKS, particularly with assembly models - Familiarity with generating STL compatible files - Strong attention to detail and precision in drafting simple, few-parts models

I am in search of a detail-oriented freelancer proficient in data entry. The project entails the following: - Inputting data for cooking, baking, and beverage recipes into online forms. - Error-checking and validating all entered data. - Ensuring all forms are filled out completely, following established procedures. Ideal experiences and skills include: - Proficiency in data entry and form filling - Familiarity with culinary terms and recipe formats - Strong attention to detail - Exceptional organizational skills. This project is perfect for individuals who are familiar with various types of recipes and have proven data entry skills.

I am on the lookout for a skilled freelancer who can completely overhaul my website's "home" page with a new text and style. Th...https://spinoza.co. Finding a layout that balances visual aesthetic with functionality and ease of navigation is crucial. - Page Addition: You would also be required to create and add an additional simple page to the website. The ideal candidate must demonstrate: - Proficient skills in website design and layout - Strong writing and editing abilities to enhance current homepage text. - Attention to detail to model our desired style. -be able to use wordpress Previous experience in creating and updating website layouts similar to the one provided above would be a plus. I look forward to receiving bids from freelance professionals who can ma...

I'm seeking a Data Science Architect for a project involving Language Model(LM), finetuning and Transformer model. You will be working primarily with unstructured data, requiring a deep knowledge and hands on experience in data analysis and modeling. Your tasks will primarily involve: - Architecture - Model selection and evaluation You will need proven experience with Python as the main programming language. A track record with LLM and Transformer model is necessary. A deep understanding of Natural Language Processing (NLP) is must. Business area is related to conversion of text prompt to videos. Your ability to accurately evaluate and select the best model for the task will be key to the success of this project. Prior experience han...

Google Form Automation with Google App Script

I need a specialist in time-series forecasting to create a model that tells me when an invoice is due. The goal is to get accurate daily forecasts. The model will be based on the following data: invoice amounts, invoice due dates, and supplier name. Understanding of financial patterns, customer behavior analysis, and experience in large data handling is key to this project. Now, To add, there are multiple tabs which are named FRA.GER.ITA. We have invoices due for each entity but sometimes there may be multiple invoices due on the same day. I want to create a monthly forecast but with daily dates on it so it tells me what invoices are due on each day and also the supplier name. Also I want it to manage multiple invoices due on same day and to also update the forecast ...

realistic developing from stracth and rendering of a medical device. We dont have 3D Model The pictures attached, check the pictures before you bid. Please bid your final rate. Deadline 1 day

I am seeking an experienced 3D designer who can bring a cartoonish character to life using Blender. This task requires a rapid turnaround time, with a complete 3D character model, coloration, and rendering required in less than 3 hours. Key Project Requirements: - Expertise using the software Blender for 3D design - Proficiency in creating expressive and engaging cartoonish characters - Ability to work quickly and efficiently, completing the entire process in less than three hours - Provide final character in a Blender compatible format Ideal Skills: - Extensive experience in 3D modeling, specifically cartoonish characters - Detailed knowledge of Blender software - Strong communication and understanding of brief specifics - Ability to work under time constraints The chara...

This project primarily revolves around developing a deep learning model to undertake classification with an instance segmentation method. A blend of both pre-trained and custom models will be employed for this unique task. Key specifications include: 1. Application of CNN, Transformer, Mask R-CNN methods. 2. Usage of both pre-trained and bespoke models specifically optimized for our images. 3. The core objective is object recognition, specifically focusing on 'Core' objects within our provided images. The ideal candidate should possess a strong understanding of: - Deep Learning concepts and implementation. - CNN, Transformer, and Mask R-CNN. - Customizing or adapting pre-trained models. - Experience in object recognition projects, particularly those pertaining to...

... "IE 10" ], "lint-staged": { "*.js": [ "npm run lint:eslint:fix", "git add --force" ], "*.json": [ "prettier --write", "git add --force" ] }, "resolutions": { "babel-core": "7.0.0-bridge.0" }, "dependencies": { "@adobe/cq-react-editable-components": "~1.0.3", "@adobe/cq-spa-component-mapping": "~1.0.3", "@adobe/cq-spa-page-model-manager": "~1.0.4", "@ant-design/compatible": "^1.0.8", "@ant-design/icons": "^4.3.0", "@babel/polyfill": "7.4.3", "@gh/accord...

...Blender. The model should capture the unique features of modern architecture and strictly focus on medium detailed external structures. So, pay attention to the contours, geometry, materials and lighting as these form the essence of the building exterior. Interior details and small fixtures are not necessary for this project. Ideal candidates would have a strong experience with Blender and a portfolio showcasing architectural projects, specifically modern structures. Understanding of architectural design principles and excellent attention to detail will be a plus. A building should be modeled and textured with a sufficient level of complexity. Among other things, the following are assessed: Level of detail of the model Proximity to reference (model &...

I'm searching for a proficient 3D designer with experience in Fusion 360 to create a high-tech-inspired inverter roller speargun with anatomic handle. KEY REQUIREMENTS: - Create a high-quality 3D model based on the approximate dimensions I provide. - Emulate a high-tech style in the design. This should look cutting-edge and sophisticated. - Reflect wood as the primary material in the model to achieve a natural, robust and refined aesthetic. I will provide specific design guidance and feedback throughout the project to ensure it aligns with my vision. The ideal freelancer for this job has expertise in Fusion 360, 3D modeling for physical production, and an eye for high-tech design. A background in speargun design or related fields is a plus, but not required.

I'm looking for a proficient React Native developer to revamp my app through a series of updates, featuring prominently the implementation of In-App Purchases (IAP). Adeptness in handling Apple Store submissions and approval process is a prerequisite. Key Responsibilities: - Execute IAP implementation favoring a "single tier subscription" model. Understanding the specifics and subtleties of subscription-based purchases will be vital for this. - Update the existing code to ensure smooth functionality and enhance user experience. -making Change to IAP -publishing to app store and meeting all requirements for ios release Ideal Candidate: - Proficient in React Native - Proficient in iOS submission and approval process - Familiarity with implementing IAP - Previous exp...

I have own brand named ORGANUSIA, where in am planning to sell RED CHILLI POWDER in retail packing ( BOX PACKING like boost box ). I would like to have simple and premium looking design. Red would be my most preferable color and you can add one more color for combination. Do not use more than 3 colors in the package. I have created my own design in canva for your re...color and you can add one more color for combination. Do not use more than 3 colors in the package. I have created my own design in canva for your reference. I would like to have such similar fonts also. Packing Dimension: D = 14CM , L = 11CM , W = 2.5 CM ( please refer DIMENTION named photo in attached files ) I have attached my brand LOGO in PNG,PDF files. and i have also attached some MODEL designs for your ...

looking for a 3d animator who can create 3d animation for 1 to 1: 30 mins. I have a 3d model in pdf format which you can see with adobe reader and have the description on the model. you can use ai voice for audio if you think is something which can be easy for you than do let me know thanks

I'm seeking a talented video editor to seamlessly piece together footage for a commercial/advertising project exceeding 10 minutes. The precise editing style will hinge on your professional expertise, underpinned by a solid understanding of the message the video intends to communicate. - Excellent skills in timeline editing, color grading, effects, and audio improvements. - Portfolio of previous commercial or advertising projects. - Creative problem-solving skills. - Adhere to deadlines while ensuring the final product is high quality. - Experience with relevant editing software. - Excellent communication to understand my vision fully, and proposed suggestions to enhance the end product. While an eye for detail in storytelling is critical, I'm also interested in your a...

I urgently require a seasoned Azure data engineer who has a deep understanding of data migration, data modeling, and data integration. The task at hand will encompass these areas thoroughly. 5+ years experience Key...integration of all data Given the nature of the tasks, it is imperative that you come with prior DevOps experience. Experience working with large datasets is a plus, however not knowing the exact scale of data doesn't make it a prerequisite. Note: The project requires swift execution, so only bid if you're ready to start right away. Ideal applicant will be: - Experienced in Azure data engineering - Experienced in DevOps - Able to deliver fast results - Have a keen eye for detail - Able to work with unspecified data volume Let’s migrate, mode...

...need of a proficient MATLAB modeler who can help me develop an advanced model of SiC MESFETs. This project requires a thorough exploration of the equation used for SiC MESFETs, followed by a complete implementation in MATLAB. Being an advanced project, it will involve dealing with all possible interactions and dependencies. Key requirements include: - Proficiency in MATLAB - Experience with SiC MESFETs - Understanding of equations used for SiC MESFETs - Ability to handle complex interactions and dependencies Unfortunately, I don't have any specific equation in mind, therefore, an exploration and discovery of the suitable equation is essential in this project. Ultimately, the goal is to create a comprehensive MATLAB model for SiC MESFETs. If yo...

Hello i have downloaded a 3d model from the normal online car sites. I have added some extra extrusions to the model and want to get it printed. I think it’s because of the surfaces and model not being combined? My 3D printer has said there are some mesh errors and sent the following screenshot over. Job is to fix the STL so it can be printed

I require an animator with experience in 3D model style animation to create a high-quality video for our website. The video will guide users through the signup, registration, and usage process and will be prominently featured on our homepage. Key Requirements: - The video needs to be 1-2 minutes long. - The animation must be in 3D model style, ensuring a clean and smooth look and feel. - The video will not include voice-over from the animator, as I will provide the voice-over myself. If you can make a voice over, would be great. Ideal Skills: - Extensive experience in 3D model style animation. - Previous work on website tutorial or explanation videos will be a plus. - Good communication and timely delivery. Your portfolio showcasing previous similar work will be...

I'm seeking an expert familiar with Power Automate to he...with Power Automate to help create a flow that initiates when a new form submission occurs. The specifics of the job include: - Trigger Event: The flow must activate upon each new form submission. - Desired Action: After each trigger, I want the flow to capture all answers from the form submission and automatically perform data entry into an Excel sheet. Following that, the system must load the sheet into a specific workbook in SharePoint. Ideal Skills and Experience: - Experience in setting up Power Automate flows - Proficiency with Excel and SharePoint - Strong understanding of data collection and processing from form submissions If you are capable and experienced in these areas, I encourage ...

I'm seeking an experienced professional who can help with an upcoming project involving the creation of a Blender addon. The ideal candidate will have a profound understanding of Python and should be conversant with the various aspects of Blender 4. Key Responsibilities: - Develop a Blender Addon with Python - Ensure the addon includes those functionalities: 1 - Configurator overview (list of objects added to configurator) 2 - Model Variant 3 - Material Variant 4 - Action variant 5 - Environment Variant Ideal Skills and Experience: * Experience working with Python * Proficiency in Blender * Sound understanding of 3D modeling, animation, material and lighting tools * Previous experience developing Blender addons will be a plus. In addition to a keen eye for detail,...

...Java that can understand and predict user interactions - Implement Natural Language Processing (NLP), Collaborative Filtering, and Neural Networks - Preference for experience with related frameworks and libraries such as TensorFlow and NumPy Project Needs: - Handle various types of product data including text descriptions, image data, and customer reviews. Your models should be capable of intelligently analyzing and utilizing this data for improved search results and recommendations. Skills and Experience: - Extensive experience in machine learning model design and implementation - Proficient in Java programming language - Proven expertise in NLP, collaborative filtering, and neural networks - Familiarity with LLMs, TensorFlow, and NumPy would be a bonus To make an info...

...Functions: - Implementation of a bancnote counting and sorting mechanism with model NV9USB+ - Timing and scheduling of car wash operations - Creating an internal menu to set pricing - the principle of functioning is that the arduino is the main computer, conected to - a main dispplay monochrome - nv9usb+ bancnote reader - 7 imput buttons with led that light when is pushed - output of 8 +4 relay module made by arduino - when a button is pressed a combination of relay is on The selected freelancer should have deep knowledge about programming, specifically for Arduino Mega as well as a good understanding of car wash systems. They must possess excellent problem-solving abilities due to the complex nature of this project. An interface based on a 7 buttons will be utilized, a...

We're seeking a talented designer to create an engaging landing page for WoodXEL, an innovative platform that allows users to transform their photos into custom 3D wood art panels. The landing page should focus on encouraging visitors to download a free 3D model of their custom wood panel design. To help you better understand the WoodXEL platform, please visit Here, you can explore the tool's functionality and download any necessary assets for your design. You must grasp the platform's purpose and features to create a landing page that effectively communicates its value to potential users. To participate in the contest, you must submit a complete desktop version of the landing page designed for the most common screen resolution in the USA (1920x1080)

I am looking for a proficient 3D designer who is an expert a...3D designer who is an expert at using SketchUp. The goal of this project is: - Creating a visual representation of a small and simple building, specifically a residential house Your tasks will include: - Using SketchUp to accurately depict the structural and aesthetic details of the house The ideal candidate will have: - Extensive experience with SketchUp - A strong portfolio of architectural visualizations, especially residential buildings - Exceptional attention to detail and aesthetic sensibility You'll work closely with me, taking my ideas and turning them into a realistic 3D model, capturing every detail of my envisioned home. Please be prepared to provide previous examples of similar work when bid...

...creating robust project architecture for a web-based reporting application. The application requires AI functionalities to support my operations, developed using Python. Key functionalities desired include: * Predictive Analytics: Skill in applying advanced statistical theory will be necessary to accurately foresee future patterns based on historical data. * Natural Language Processing: Experience in machine learning algorithms and text analysis will be crucial for successful execution of this feature. * Anomaly Detection: Applicants should be proficient in identifying data points that deviate from the established norm, which is key in preventing potential issues before they occur. Essential skills: * Fluency in Python - Expertise in Python programming is non-negotiable for th...

I'm on the lookout for an adept Photoshop user who can help me change some wording and dates on a jpeg form. Key Details & Tasks: - Update specific words and dates on the jpeg form Essential Skills & Experience: - Proficient in Photoshop, particularly in using it to edit text within images How to Apply: - Please include details of your experience with editing text in images using Photoshop. Evidence of past relevant work would be greatly appreciated.

I am seeking an expert in 3D modeling who can assist in tidying up scans of the 'Lallybroch' Castle so i can 3D print it. I can provide the scans in these formats - ASC, OBJ, STL, PLY, and 3MF. Requirements: - High attention to detail, as I require the final model to be of high detail - Proficiency in manipulating and tidying 3D model scans - Ability to deliver a print-ready model that can serve as a decorative object The scans are accurate, but they lose a lot of the finer details, Like the roof shingles, and square windows. I'll attach an image of one of the scans that I've done so far, as well as some images of what it has to look like.

...need an engaging brochure designed to promote a specific generator model for industrial users. This brochure should not only highlight the generator's energy efficiency, durability, and high power output, but also portray these as key selling points. - Ideal Skills: A strong background in industrial product design and experience in creating promotional materials that effectively illustrate the advantages of a product - Experience Needed: Familiarity with generators and their core features would be advantageous to accurately represent the product's benefits in the brochure - Goal: The ultimate goal is to stir interest and drive sales among our target audience, by effectively communicating the superior aspects of our generator model. Specification: 3 Phase 415v 13...

I am looking for a skilled engineer or designer who can create a mechanical opening an...mechanisms - Knowledge of electric actuators and their application in small-scale mechanisms - Ability to design the mechanism as well as the 3D model and combining both into a production ready model - Designs that are production-ready, implying a certain familiarity with the manufacturing processes involved - Experience with mechanisms designed for reveal applications The successful applicant will have a history of effective problem-solving, a solid understanding of the principles of mechanical engineering and some experience in the production or design of actuator-driven machines. Creativity and a detail-driven approach are highly valued, as the project requires both functionali...

I require someone skilled to recreate a human 3D model, based off reference images I will provide. - The model should include distinguishing features and general shape as per the reference image. - It doesn't need to be too detailed, a basic level of detail is sufficient for this project. - The 3D model has to be crafted using Blender specifically. Ideal Skills and Experience: - Proficiency with Blender is absolutely essential. - A solid understanding of human anatomy in relation to 3D modeling. - Previous experience in creating human 3D models. - Good communication for any necessary clarifications. - Attention to detail to deliver on my specific requirements.

I am in need of a pitch deck that primarily serves to attract investors. The focus of this pitch deck should be to highlight the unique business model that sets me apart in the marketplace. I want to see any financial information, including anticipated ROI and profitability, detailed through tables and spreadsheets to provide an in-depth understanding of the financial health and potential of the business. Ideal skills and experience for this job include: - Prior experience in curating investor-oriented pitch decks - In-depth understanding of presenting a business model in an engaging manner - Ability to transform complex financial data into clear, concise tables and spreadsheets.

I'm seeking a talented video editor experienced in crafting engaging, high-quality YouTube videos, specifically in the documentary style. The task involves producing long-form edits (10+ minutes) for the video content I will provide. - Key Responsibilities: - Fine-tuning video content to create a polished final documentary-style product - Implementing creative editing techniques to captivate viewers and enhance storytelling - Essential Skills: - Expertise in documentary-style video editing - Extensive experience with long-format YouTube video productions - Mastery of popular video editing software Being a pro-active communicator and having a great attention to detail will be an asset here. Please share your relevant experience and portfolio when bidding.

...Learning professional to develop an automated grading system specifically for essays written in English. This project aims to utilize pattern recognition to provide precise grading, thereby reducing manual efforts and improving consistency. Key Responsibilities: - Develop an ML model for essay grading - Test the accuracy and reliability of the model - Constant optimization and updates based on test data Ideal Candidate: - Proficiency in Machine Learning, especially in pattern recognition - Experience in developing automated grading systems would be a plus. - Excellent command of the English language for effective comprehension of essays. Remember, the ultimate goal of this project is to create an efficient and reliable automated grading system for English...

- Old model adaptation: 70 USD - Render shots 20 each render: x 10 = 200 USD Total : 270 USD

I need a system capable of streaming live TV channels through UDP multicast for QAM. The eventual goal is to transfers to Set Top Boxes (STBs). The model developed will have features such as: • Capable of streaming media files, particularly, live TV channels, via multicast UDP to STBs. • Have means to ensure media delivery is immediate and accurate. • Provision for testing whether the STBs can receive and properly display the transmitted media. Ideal skills required: • Expertise in UDP multicast. • Proficiency in QAM. • Knowledge of media streaming technology is also essential. • Experience in Set Top Boxes (STBs) functionality and working principles.