Dtmf decoder mikroclavori

buongiorno, vorrei realizzare un decoder dbvh - t2. Avrei bisogno di una persona che mi affianchi per poter dare le giuste indicazioni e specifiche del caso alla fabbrica (all'estero) che si occuperà della realizzazione del prodotto. In pratica avrei bisogno di una consulenza che mi aiuti a capire quali caratteristiche deve avere il prodotto, cosa chiedere alla fabbrica, a cosa stare attento e cosa evitare assolutamente

Cerco freelance che conoscano bene i PIC serie 18 per lo sviluppo di alcune sezioni di firmware, ognuna delle quali riguarda un sottosistema specifico tipo modulo inerziale, modulo GPRS, modulo di gestione SDcard, modulo comunicazione cloud (Azure o Amazon), modulo GPS. E' richiesto lo sviluppo con MikroBasic, oppure MikroC o, in ultimo, MPLAB X.

Devo installare la televisione a casa mia con il decoder digitale.

write a parallel viterbi decoder + sequential decoder in verilog (vivado) asap!

Sviluppo web application con la profilazione utente, pannello personalizzato per inserimento contenuti, gestione delle vendite e analisi. Creazione di un codice grafico personalizzato Coder e Decoder attraverso la fotocamera dei dispositivi mobile. App mobile iOS e Android per lettura codice e download contenuti. Queste sono le parti principali.

Si tratta di una appAndroid. Dov'é gli utenti inseriscono annunci per vendere roba us...cella 15 di grid view ce pubblicità Design Le icone per ora sono solo dimostrative. Voglio quelle originale del android e anche il design della app in stile holo . i colori delle margini sono grigio 10 % sottofondo blu cosi come nel disegno stile holo Pulsante fisico opzioni :filtra per categorie. Tutto Antiquariato AutoCamperMotoBici CaseVilleAppartamentiTerreni PcMac TvDecoderLetore DVD SmartphoneTablet Contenuti Digitali CasaCucinaBagnoGiardino VestitiScarpe Tutto 1 $ (stile testo Candara) in angolo destra dopo bottone add ci deve estere il pulsante menu [ tre puntini] che toccandolo ti esce scegli lingua e help contatto il carattere di scri...

Si tratta di una appAndroid. Dov'é gli utenti inseriscono annunci per vendere roba us...cella 15 di grid view ce pubblicità Design Le icone per ora sono solo dimostrative. Voglio quelle originale del android e anche il design della app in stile holo . i colori delle margini sono grigio 10 % sottofondo blu cosi come nel disegno stile holo Pulsante fisico opzioni :filtra per categorie. Tutto Antiquariato AutoCamperMotoBici CaseVilleAppartamentiTerreni PcMac TvDecoderLetore DVD SmartphoneTablet Contenuti Digitali CasaCucinaBagnoGiardino VestitiScarpe Tutto 1 $ (stile testo Candara) in angolo destra dopo bottone add ci deve estere il pulsante menu [ tre puntini] che toccandolo ti esce scegli lingua e help contatto il carattere di scri...

I'm looking for a professional who can undertake tasks in machine learning and Android app development. Project name: Image Captioning(preferably using Tramsformer encoder decoder and self attention with coco/flickr dataset). A model to caption any image and develop a very simple android app which captures an image and then speaks out the generated captions loud. - Machine Learning Tasks: The ML engineer will be responsible for data preprocessing, model training, and model evaluation. - Android App Development: You'll be tasked with creating a simple Android app that can capture images and then use the trained ML model to convert any text in the image to speech. - Also perform unit testing and relevant metrics like(bleu scores etc) Ideal candidates should have: - Prove...

skilled f...streaming with user pass and ip restriction protection. it should have all encode decode options for h264 and h265 with cuda / nvenc encode /decode i have system wit 4x rtx quadro 4000 so the system should have also option to select from wich gpu wich channels are going to transcode. it should have realtime datalogics like incoming outgoing network metrics realtime each gpu utilization of encoder/decoder graphic based utilization of ram and cpu. page with show all live streams/offline streams with options restart stop delete edit buttons streams should show with realtime datas like uptime speed codec bitrate connected users on stream count. user management for accessing live streams possible to groupbased management for adding streams in groups and acces grant lik...

I'm looking for an experienced professional who can develop a custom call center with specific features such as the ability to handle both inbound and outbound calls, capture DTMF in live calls, and conduct auto-robot calls. Key Requirements: - Inbound and Outbound Call Handling: The call center needs to be able to efficiently manage both incoming and outgoing calls. This includes routing, call waiting, and call transfer functionalities. - DTMF Capture in Live Calls: A crucial feature I need in the call center is the ability to capture DTMF tones in live calls. This is essential for certain interactive voice response (IVR) systems and automated customer service functions. - Auto-Robot Call Functionality/IVR : The software should be able to execute automated calls...

I have a number of WAV sound wave files that need to be analyzed and decoded into binary digits. To achieve this, I need someone who is adept at creating custom software or utilizing existing software that can handle this task. Key Responsibilities: - Analyze and decode WAV audio files - Ensure the transformations are accurate and reliable - Possible ongoing work for future files Ideal Skills: - Previous experience with sound wave analysis - Proficiency in dealing with WAV audio file format - Knowledge in software development or a related field with specific abilities in encoding and decoding audio files to binary digits. It's important that the software is accurate and reliable. With the right skill set, the ideal freelancer can turn this into an ongoing opportunity. If you con...

Software will listen to some tcp messages. When the message arrives, decode the message. Write the encoded message in a mysql table. Write the decoded information in 2 tables. Total fields to be decoded is less than 10. We provide the NodeJs version (attached) of the decoder, you will have to make the python version

I'm looking for an experienced developer to create a Telegram bot using Python. The bot will be integrated with custom VoIP libraries to make IVR calls. Here's a brief on what I need: - IVR Features: The bot should have interactive menu options and play text-to-speech messages. - SIP Server Integr...Features: The bot should have interactive menu options and play text-to-speech messages. - SIP Server Integration: You'll need to integrate the bot with an existing SIP server. Ideal Freelancer: - Proficient in Python, especially in developing Telegram bots. - Experience with VoIP libraries, particularly in the context of IVR calls. - Familiar with SIP server integration. - Strong understanding of DTMF technology. If you're confident in your ability to bring this p...

For this task, I am seeking an expert with a deep understanding of programming a PIC16F877A microchip. The primary responsibility for this role is to support data acquisition from infrared signal decoder sensors. Specifically: - Experience programming PIC16F877A microchip is a must. - Knowledge in infrared signal decoder sensors for data acquisition integration. - Manage the sensor data interpretation logic. - The main output I'm looking for is accurate and smooth reading and decoding of data from the sensors. Your skill in the task will provide a foundation for accurate data readings and optimal functionality. Specialty in sensor technology is a high preference. Be ready to showcase your similar previous projects. Let's make this a success.

Software will listen to some tcp messages. When the message arrives, decode the message. Write the encoded message in a mysql table. Write the decoded information in 2 tables. Total fields to be decoded is less than 10. We provide the NodeJs version (attached) of the decoder, you will have to make the python version

I am looking for a Python developer with adept knowledge in handling base63 decoding and MongoDB data storage. Objective : I have many files which has base64 encoded string which I want to encode and store into MongoDB sequentially. Previously decoded & stored files should be skipped by the script during future run. Key Deliverables: - A Python script with the capability to decode a base63 string from file inputs. The project does not require handling special characters or large files. - The script must also handle storing the decoded data into MongoDB. Key Skills: - Proficiency in Python scripting and base63 decoding. - Intimate knowledge of MongoDB and comfortable handling high data volumes. Being familiar with Python scripting for MongoDB and high-volume data management wo...

Necesito ayuda con la configuración de mi Asterisk, ya que no soy capaz de recibir el DTMF, con la opción que selecciona el usuario, tras escuchar la locución de la IVR. He intentado transcodificar la señal, y aplicar diferentes configuraciones, y codecs sin éxito.

I am currently looking for ...features that should be included are: - Call routing capabilities: The system should have the ability to efficiently route calls to the appropriate destination, ensuring a seamless experience for our customers. - Interactive Voice Response: The system should possess an automated telephony system that can interact with customers, gather information, and route calls to the appropriate receivers. - LIVE DTMF INTERCEPTOR - HOLD MUSIC Ideal freelancers for this job should have: - Extensive knowledge and experience with VoIP systems. - A good understanding of the specific needs of customer communication. - Proven track record in setting up efficient and effective call routing mechanisms. - Competency in setting up and customizing Interactive Voice Respons...

>Registrati o accedi per visualizzare i dettagli.

...including: - The use of a Python programming language, due to its efficient and fast execution. - An essential feature includes utilizing a free Text to Speech (TTS) system, in order to relay a pre-determined message. - Additionally, I would like the implementation of static audio that can be mixed in with the TTS function. - it will be good if it can be diverted to agent if user enter some specific DTMF tone I have a cloud vcdial account and i assume the user account are SIP. I can give access to the person remotely so he can verify the same. Potential candidates should have experience and expertise in Python, with a solid understanding of SIP user functionalities. Knowledge of TTS integration is also greatly beneficial for the successful completion of this task. Highly prefe...

...a single Printer/ Print decoder that will print a special pattern and then decode the printed numeric pattern. The project requires seamless integration with some specific hardware components, which include: - Controller (Raspberry pi or similar platform), module with minimum 4 high speed outputs to drive 4 high speed valves in printhead (programming required) and will need at least 3 additional inputs and 3 additional inputs - printhead - NIR camera (Either USB or HDMI) - Display or touch screen (programming required) - Hardware capable of wireless and wired communications with other devices See attached System Hardware Diagram for the FULL LONG TERM scope of project. The INITIAL project is (1) Develop functioning printer (2) Develop Camera- based print decoder. The...

i am seeking an experienced XML developer to assist in integrating an X20 device equipped with encoder, decoder, and IP switch cards into our Network Monitoring System (NMS). The project entails optimizing real-time data retrieval from the device using XML API or protocol. Key Responsibilities: - Enhance XML parsing, processing, validation, and transformation capabilities for seamless integration. - Identify and rectify missing XML API code for the IP switch component. - Ensure accurate and consistent data retrieval from all three cards of the X20 device. - Collaborate with our team to refine XML processes and enhance the performance of our web application. Requirements: - Proficiency in XML parsing, processing, validation, and transformation. - Experience in integrating devices...

...seeking a talented and experienced software engineer to implement an Opus encoder and decoder in C# for seamless integration with Asterisk. The project involves handling voice audio from Asterisk, decoding it, incorporating Text-to-Speech (TTS) functionality, and encoding the synthesized speech before sending it back to Asterisk. The ideal candidate should possess the following skills and experiences: - Proficiency in C# programming language. - Extensive experience with audio processing and Opus codec. - Familiarity with Asterisk, SIP, and IVR systems. - Knowledge of Text-to-Speech (TTS) integration. - Ability to deliver high-quality code within specified timelines. Main Tasks: - Implement Opus encoder and decoder in C#. - Integrate the solution with Asterisk for audio p...

...following: Integrated GUI/modal for fusionpbx (php). 1. select campaign or create new () 2. define extension number and survey name ( and ) 3 allow user to config the survey with adding N questions. Each question should allow user to define a label, select audio from the uploaded audio files. Also each question should allow the user to specify allowed responses (dtmf button presses) 4. Have a section for output statistics, auto email option, export to pdf (pretty report and I will provide the mockup) and/or csv data. Note: I will provide mockups to this 5. This should also be integrated with the permissions so I can set permission levels for me and my customers. Postgresql table I believe 3 tables are needed 1. Survey config 2. survey responses (one record

As a client, I'm on the lookout for a high calibre programmer who is adept at decoding .ts files. The purpose of the project is to extract data from these .ts files, particularly visual data. The successful candidate should have: - Proficiency with programming languages used for decoding .ts files. - Extensive experience in data extraction and data analysis. - Familiarity with visual data extraction, as that is the primary focus of the project. The deliverables of this project include a comprehensive report on the extracted visual data and possibly, a way to consistently repeat the process for similar .ts files in the future. Your ability to explain your reports in a clear concise manner and your problem-solving skills will be a significant asset in this project. Your efforts c...

Hi, I'm looking for a working code or freelance who has integrated the Linphone SDK from native to Flutter, Android and especially in IOS. Currently we already have sip server ready to connect with SDK, and need flutter working code to run in iOS with pushKit and callKit in background and foreground and also in Android. Current Sip Server have Mizutech VoIP install and done setup. ...freelance who has integrated the Linphone SDK from native to Flutter, Android and especially in IOS. Currently we already have sip server ready to connect with SDK, and need flutter working code to run in iOS with pushKit and callKit in background and foreground and also in Android. Current Sip Server have Mizutech VoIP install and done setup. Module Code in Flutter: 1. Voice Call 2. Video Call 3. D...

Hi there, I am currently in need of an able and experienced Python/ML programmer who can help me finish coding for a decoder-only transformer model that I am working on. VERY IMP: Bids will only be considered if you can show me your previous experience in similar projects so text me about your projects and I will reach out. ALL OTHER BIDS WILL BE IGNORED. Here's what this project primarily entails: - This sequence to sequence task takes street network coordinates as its inputs. - The transformer trains on the embeddings of these networks and in the end be able to predict a sequence of coordinates given the starting few coordinates of a street network. - This is like training text based but we use coordinates instead of text. Skills necessary for this project: - Proficiency ...

...Requests: For the playback of audio files, AJAX requests will be used. This section will include: Implementation Details: Technical details on how AJAX requests will be structured and handled within the system to retrieve and play audio files. Debugging Features: Audio File Playback: In DEBUG mode, enable the playback of audio files . Phone Keypad Simulator: For components requiring user input (DTMF) like ivrmenu , include a simulator of a phone keypad for script debugging. like this example Flexibility in JSON Structure: Despite having an existing JSON structure, there is full flexibility for changes to accommodate server-side operations programmed in the telephony environment. Rights and Publication: The code for the development will not be published and will not be part of ...

...Sales Hub 16. HubSpot's Email Signature Generator 17. IBM Watson Tone Analyzer 18. Inbox Inspector 19. Lexalytics 20. Litmus 21. MailChimp 22. MailTester 23. Mailchimp 24. Mailgun 25. MonkeyLearn 26. Plain Language Commission 27. ProWritingAid 28. ProofreadingPal 29. PutsMail 30. ReachMail 31. Scribendi 32. SendinBlue 33. Sendinblue 34. ShortlyAI 35. Stripo 36. TextBlob 37. Textio 38. The Gender Decoder 39. ToneAPI 40. WiseStamp 41. WordCounter 42. Writesonic 43. Yesware 44. spaCy...

...comprehensive project, necessitating precision and a thorough understanding of programming. Key features should include: - Both DTMF and Any Caller ID functionalities. - Implementations for these features should enable Call Recording. - The bot should also provide hold music capabilities, specifically using pre-recorded tracks. Ideal candidates will have a solid foundation in both Python and PBX systems. A background in telecommunications, specifically interacting with Asterisk systems, is also beneficial. Your expertise should encompass Bot development, particularly within the Telegram platform, as the bot will require intricate integrations. Understanding of DTMF and Caller ID technologies is vital, with practical experience in implementing Call Recording features bei...

This project involves two main tasks centered around video processing techniques using Python or Matlab. Task 1 focuses on frame prediction and error visualization in an uncompressed video sequence without and with motion compensation, including the implementation of an encoder/decoder for both scenarios. Task 2 requires making an object disappear from a short video with mild movement, utilizing motion compensation to achieve this effect, alongside documenting the entire process and implementing a system to manage these tasks. Deliverables include documentation, source code, and any necessary additional files in a compressed format, emphasizing the importance of originality to avoid plagiarism. Analytical Details in chat Budget $70 USD deadline 19/2

I'm seeking a proficient Arduino devel...Shield. The successful freelancer will be able to: - Integrate the GSM Shield to enable features such as answering calls, sending DTMF signals.. - Implement a unique functionality that allows the GSM Shield to auto-answer calls with DTMF. The ideal candidate for this project would have a high level of expertise in Arduino development, strong understanding of GSM Shield capabilities The bidding freelancer must provide evidence of similar successful projects. I need to do a POC when a caller is calling the arduino, the arduino recognizes the calling number and can do specific tasks based on the number : Wait 10 sec and send # DTMF code Wait 10 sec and send * DTMF code I have an Arduino Uno and a GSM Shield, and ...

I created a proteus circuit and it does work using PIC16F887 with the code inside using the MikroC compiler. But now I want to use MPLAB IDE instead so help me convert Code From MikroC to MPLAB IDE

...of phone service providers (mobile and landline and business). The current system uses Python Django and Twilio APIs with Deepgram for transcription / recognition. Issues with current code: * DTMF tones drop the Twilio live call socket connection. During the re-connect phase we run into the sync issue and some of the call payload is missed. * Header (timestamp and caller) is not properly separated from message. Success of the project: * Work with the code to figure out how the voicemail call tree could be navigated properly * Figure out a way to keep a persistent socket connection once the DTMF interrupt is sent via the call * Segment voicemail audio messages and the their header metadata information into separate files * Come up with a logic to always listen to new vo...

I've ventured on a project that involves the analysis of low frequency DTMF measurements. I need an expert who can guide me on how to use Tektronix MDO 3034 spectrum analyzer for this purpose. Key tasks include: - Conducting frequency analysis using the said equipment - Detailed measurement of frequency, dBm, and line resistance of DTMF tones of telephones Being well-versed in the use of spectrum analyzer is crucial for this job. It's advantageous if you have on-hand experience in frequency analysis, advanced signal processing, and measurement of frequency, dBm, and line resistance.

>Registrati o accedi per visualizzare i dettagli.

I need a keen developer to create an accurate vehicle VIN decoder that can identify the make and model, year of manufacture, engine type, and K-Type. In addition to decoding VINs, the platform should include a comprehensive dashboard where I can edit data and add more information such as vehicle body type, transmission type, and fuel type. Honestly, I want to input as much data as possible to accurately identify any vehicle. The tool should be completed ASAP, so if you're an experienced developer with a knack for speedy, quality work, this project is for you. Familiarity with vehicles, their unique identifiers, and how to parse these identifiers from VINs is a must-have. Apart from your technical skills, I value effective communication and a strong work ethic. I need at leas...

Raspberry Pi would be mounted to backs of monitors, running a web script with POE hats. HDMI out would be set to display the NDI device which is given in the web script controlled by separate computer on network. Would have to be static IPd to NDI network. POE hat is optional, idea would be to be fed via POE switch.

...quality live streaming / transcoding. h265 and h264. main functions: - dashboard home 1.1 -> show total streams online, show total connected users, show offline streams, show total gpu's 1.2 -> show cpu and ram utilization with charts and number details 1.3 -> show network metric utilizations, incoming outgoing mbps/gbps charts 1.4 -> show all gpu's seperatly with utilization of status encoder / decoder, card status(heat fahrenheit celcius) total streams attached / active streams / disabled streams per gpu utilization graphic should be used by charts with graphics. - profile setup for transcode and select when create new live streams including select of gpu and posiblity for multi output like mainstream 1080p second stream 720p when streams are attached...

...contrast to unit-selection synthesis, its more complicated models provide broad solutions without necessarily requiring recorded speech in any phonetic or prosodic situations. The work plan involves several phases: 1) Data Collection and Preprocessing 2) Conventional Methods 3) End-to-End Neural TTS Synthesizer a. Development of Encoder network b. Development of attention model c. Development of Decoder d. Post processing Net and Waveform Generation 4) Integrating with open source screen reader and Communication of data through IoT 5) Performance comparison 6) Production...

I am looking for a freelancer who can create a Telegram bot that is linked to Asterisk and PBX. The bot should have both DTMF and Caller ID features. The primary purpose of the bot is to provide Sales Support. I am not sure about the specific requirements for the Asterisk and PBX integration, so I will need advice from the freelancer. Skills and Experience Required: - Experience in creating Telegram bots - Knowledge of Asterisk and PBX integration - Familiarity with DTMF and Caller ID features - Ability to provide advice and guidance on specific requirements for integration.

Project Overview: Our objective is to develop a DTMF decoder capable of analyzing audio input from a web browser microphone, identifying Dual-Tone Multi-Frequency signals, and delivering a robust and efficient solution for seamless integration into our application across various use cases. Key Objectives: DTMF Signal Detection (Client-side using HTML and JavaScript): Develop a real-time algorithm for detecting and differentiating DTMF signals (0-9, *, and # keys). Ensure precise recognition of individual tones and combinations, displaying them on the page if multiple keys are detected (e.g., 1122345*#). Microphone Integration: Utilize the web browser's HTML5 microphone as the input source for DTMF signal processing. Implement noise reduction tech...

The task involves designing a synchronous counter circuit using the SN74LS175 module to generate a specified number sequence. The circuit must be asynchronously resettable and display the output usin...specified number sequence. The circuit must be asynchronously resettable and display the output using a seven-segment display. There should be no switching network between the D flip-flop outputs and the seven-segment decoder inputs. The counting sequence is realized through a switching network at the D flip-flop inputs, determining the next state based on the current states. Testing can be done using a provided seven-segment decoder and display in the laboratory. In Logisim, use the 'Hexadecimal Display' element for counter state visualization, as it already includes...

I am looking for someone who is good with verilog and system veriliog who can do the following : The idea of this application is to equifill rectangles in individual rows based on comparing strip heights and program heights. The design should use a decoder. for example : if you have row of height strip 8, it is checking 9, and 10 so it will compare 8 and 9 and then it will compare the minimum of 8 and 9 with 10. A table on page 2 of the attached document explains these comparisons with further examples. But, each time the program should only perform 3 comparisons. The program needs to use 8 clock cycles strictly. It needs to be a design that can be optimized. It needs to fit in the top level module (M216A_TopModule (2).v) that I have attached and it needs to work for all cases in...

I am looking for an expert in Logisim software who is knowledgeable in building CPUs. Tasks: Build a 4-bit single cycle CPU that can implement the given instructions. Your CPU should have ● A Program Counter (PC) ○ This stores and keeps track of what instruction you are on ● Instruction Decoder ○ This is a bunch of combinational logic that sets the control signals inside of your CPU ● Register File ○ A bunch of registers as well as ways to specify which ones you want. This has already been created for you. ○ The only outputs of the register file that you are allowed to use are A_Out and B_Out. The rest are for testing purposes and should not be used More instructions will be given Requirements: - Experience in building CPUs using Logisim software - Knowledge of circuit design a...

we need support to 1. add logging (or use the existing one if any, but most probably we will need to customize it) to a H264 codec to add internal relevant information abount the calculus and the algorithm. Probably modifying and recompiling x264 lib (if called by FFMPEG as codec) or the internal FFMPEG codec. we need log for 1a: Intra Prediction 1b: CAVLC 1c: CA...(or use the existing one if any, but most probably we will need to customize it) to a H264 codec to add internal relevant information abount the calculus and the algorithm. Probably modifying and recompiling x264 lib (if called by FFMPEG as codec) or the internal FFMPEG codec. we need log for 1a: Intra Prediction 1b: CAVLC 1c: CABAC 1d: Inter Prediction 2. setup and configure encoder and decoder and streami...

I have vicidial and asterisk installed, I need the following an...together, easily, hopefully with just a few clicks: Example 1: call trunk 8, number 103 and play the dtmf tone of * Example 2: call trunk 9, number 103 and play the dtmf tone of * Example 3: call trunk 10, number 103 and play the dtmf tone of * Example 4: call trunk 16, number 103 and play the dtmf tone of * Example 5: call trunk 17, number 103 and play the dtmf tone of * Example 6: call all trunks 1, 2, 3, 4, 5, 6, 7, 11, 12, 13, 14 and 15 together, to number 103 and play the dtmf tone of * Each call must be made 3 times, in case a call was not made. For example, the trunks have 32 lines, therefore, you would have to make 32*3 = 96 calls per trunk, all to 103 and play...

KP4-FEC ENCODER DECODER RS (544,514) including documentation and explanation. Verilog files and simple testbench to prove the run on Quartus II. 514 data symbols per codeword 544 data plus parity symbols per codeword Codeword size = 10 * 544 = 5440 bits Correcting capability up to 15 symbols within a codeword PAM4 modulation

Project Title: Create a software for 32 channels robocaller with DTMF input Purpose: - The purpose of the software is to facilitate automated marketing calls. Platform Compatibility: - The software should be compatible with Windows. Specific Features: - Real-time analytics should be included in the software to monitor and track the performance of the automated marketing calls.

...prices using timeseries datasets. This project will primarily involve the use of encoder-decoder-transformers with attention which is an advanced form of deep learning. The dataset I have is quite large, with more than 10,000 data points. I would prefer that the Freelancer uses PyTorch as the Python library/framework for this project. Additionally, I want to use price history as one of the features for predicting the price. i have i csv file of about 52 mega bytes This is a complex project and I am looking for a highly experienced Python programmer who has dealt with similar projects before. The Freelancer should have strong experience in working with deep learning neural networks such as encoder-decoder-transformers with attention. Furthermore, a knowledge of real esta...