Design trainKazi

I'm looking for a proficient practitioner in Tensorflow and machine learning to help develop a solution based on image and video data. Here's what I need: - Design and train a machine learning model that can extract meaningful information from our data. - The model should be capable of scene recognition in video and images. Your solution needs to reliably and accurately identify and classify different scenes. - You should be comfortable working with Tensorflow and have a solid understanding of its capabilities and limitations. Ideal skills and experience: Tensorflow proficiency, solid training in machine learning, experience in working with image and video data, and expertise in scene recognition algorithms. Your proposal should detail your plan of action and ...

I have a flea market day sale coming soon with vendor spots 25$ you can sale food,clothes, etc. nothing illegal 9am-4pm Contact information 6012488614 or 6015514105 Address: Mccomb Train Depot May 4, 2024 I need a flyer for this event , use your creative said because this is similar to a pop up shop but I want it title as flee market day

I'm in need of a proficient programmer who is experienced in installing and configuring CKAN on a Linux operating system. Specifically, expertise is needed in the following areas: - CKAN installation on AWS Linux - CKAN , datastore and datapusher...project does not require ongoing post-installation support, the hired professional should ensure smooth functioning of the system and resolve any issues promptly during the initial setup. Ideal candidates should have: - Strong background in working with python and CKAN - Proven experience with configuring CKAN for data storage - Excellent troubleshooting skills in a Linux environment - Ability to train and guide others - Strong attention to detail If you meet these criteria and can accomplish this task efficiently, please bid w...

I'm looking for a talented professional in Adobe Photoshop to train 2 of us physical way and not online - Photo Retouching: I need someone who can enhance the quality of my photos, make them more appealing and professional. - Graphic Design: A key component of this project will involve crafting graphic elements, such as banners or logos. - Image Manipulation: I might require some photos to be altered or transformed in a way that's creative and original. Please note that this project is flexible, and the tasks may vary depending on the needs at the time. Thus, the ideal candidate will be able to adapt to different design needs and have a solid understanding of design principles. I'm looking forward to seeing your portfolio of past work, and plea...

Train 2 Work Please do not use any train images) We have a new company name and need a new logo Flexible about colours but need to be corporate and modern I'm looking for a skilled graphic designer to create a modern, bright and bold logo design. The primary use of this logo will be for print materials. Key requirements: - A modern and minimalist style - Bright and bold color scheme Ideal skills and experience: - Proven experience in creating modern and minimalist logo designs - Strong portfolio showcasing bright and bold color schemes - Understanding of print design and color theory - Attention to detail and ability to deliver high-quality work on time.

I'm seeking a skilled Python freelancer to assist me with a specific automation project. The task involves training video frames for bee detection. Key Tasks: - Train video frames for bee detection: I have a series of video frames that I need to analyze for bee presence. You'll be responsible for training the Python code to recognize bees within these frames efficiently. Goal: The primary objective of this automation task is to enable the Python script to accurately recognize bees within the video frames. The end goal is to achieve optimal object recognition. Ideal Candidate: - Proficient in Python programming - Experience in object recognition - Familiar with training video frames - Background in automation and data analysis If you have the necessary skills and exper...

...hypothesis on whether or not statistics can be used to improve a fighter's chance of winning. For example, let's say the data tells us that a fighter with a longer reach should be in the same stance as their opponent, the data also says that fights when both fighters have the same stance yield more leg kicks than opposite stance fights do. From this hypothetical, we can assume that the fighter needs to train leg kick defense leading up to a fight when they have longer reach and the other fighter has the same stance....

I'm seeking a skilled machine learning expert who can train a Convolutional Neural Network (CNN) for object detection, specifically tennis balls. I have my own dataset. This dataset is poor so I will need a skilled expert. I need detections on at least 50% of the frames. Key Responsibilities: - Train the CNN model on object (tennis ball) detection - Fine-tune the model for higher accuracy - Provide the trained CNN Model's code and implementation details

Here is my data lidar camera, rgb images, anotation. I need some to do data fusion of both and implement Google Colabolatory notebook that will train both object detection and semantic segmentation models. The offset between cameras will be provided as x - forward direction, y left direction and z up direction In your bids please propose framemworks/models you would use.

In this project, I'm looking for an AI solution to aid in the removal and modification of various types of content in Word files. Key Requirements: - The AI should be able to identify and paraphrase content. - Ideal Candidate Qualities: - Experience in AI programming and text analysis. - Familiarity with Microsoft Word document structure will be adva...aid in the removal and modification of various types of content in Word files. Key Requirements: - The AI should be able to identify and paraphrase content. - Ideal Candidate Qualities: - Experience in AI programming and text analysis. - Familiarity with Microsoft Word document structure will be advantageous. - Understanding of what constitutes offensive and irrelevant content. - Ability to train AI with provided examples ...

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Fukuoka Japan, 819-0166. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

Description: Erfassen, analysieren und priorisieren von Anforderungen in agiler Umgebung mit verschiedenen Stakeholdern Quartalsplanung erstellen und ausgewählte Features im Agile Release Train integrieren Gestalten von Geschäftsprozessen für Organisationsverwaltung mit Fachbereichen wie Administration, Lehre und Forschung Planung und Koordination der Einführung neuer Features sowie Kommunikation zwischen den Teams und betroffenen Parteien Requirements: Du verfügst über eine abgeschlossene Ausbildung als Informatiker oder ähnliches, Master-Abschluss wird bevorzugt Hochschulabschluss in Informatik oder einem verwandten Fachgebiet mit umfangreicher praktischer Erfahrung Zertifizierung als Product Owner und mehrjährige Tätigkeit in dieser R...

...skilled Python developer with a strong background in AI and ML. The project involves a full spectrum of responsibilities in these fields, and I'm looking for a professional who can hit the ground running. Key Responsibilities: - AI Development: You'll be tasked with creating, implementing and maintaining complex AI algorithms and systems. - ML Model Development: This role will require you to design, train, and optimize machine learning models. - Data Analysis: You'll need to collect, interpret, and present data in a meaningful way, to help inform our AI and ML projects. Required Skills and Experience: - Expertise in Python is a must. You should be comfortable with Python libraries and tools commonly used in AI and ML projects. - Proven experience in develo...

We need a highly skilled professional to train candidates specifically on the 401(k) RPF process. The main focus of the training should be on compliance, legal considerations, and the most intricate details associated with retirement domain concepts. Relevant experience and skills: - Proven track record in creating interactive e-learning modules - Extensive knowledge in the 401(k) RPF process - In-depth understanding of compliance details and legal considerations in the 401(k) RPF process - Proficiency in explaining complex retirement domain concepts.

As a business owner, I'm seeking a skilled digital marketer to manage my company's Ads campaign of lead generation among general consumers. As a Coaching Company we train people on A.I tools like Power BI. We sell our certification course at the most affordable price & certify people as Power BI Expert. Our Audiences are Working Professionals in IT, Sales, Operations, Management, Finance, Accounting, etc. Your Job: - Identifying potential Consumer leads by running free workshop campaign - Giving Quality of leads who can convert after attending our free workshop Milestone : -Quality Leads Target Required Skills and Experience: - Proven track record of successful lead generation in the technology industry - Familiarity with lead generation methods - Excellent ...

I'm in need of an experienced professional who can uses Synthesia to create content and can train me to use the platform. Key requirements: - Platform: This AI coach should teach via Zoom or other on line platform. I am looking for a freelancer with: - Experience in creating and using synthesia Ai - Familiarity with Synthesia or similar AI-based platforms - Strong english communication skills to translate and shair their knowledge with a novice. Please provide examples of similar projects you have successfully completed and how you plan to approach this project.

We are ...like personality Additional Requirements: - Proven track record of successfully leading and improving call center operations to achieve outstanding customer service. - Strong problem-solving skills and the ability to make critical decisions under pressure. - Excellent organizational and time management skills. - A deep understanding of call center software and technologies. - Ability to recruit, train, and motivate staff to exceed targets. - Experience in setting, monitoring, and achieving sales and performance targets. - Knowledge of industry regulations and standards. We are looking for leaders who can inspire their team, drive exceptional customer service, and contribute to our company's growth. If you are or know someone with these qualifications, we would love to...

I'm in search of a talented 3D animator to develop a 1-2 minute safety induction module. The primary aim of this animation is to inform and train external contractors on our safety procedures and guidelines. Key Responsibilities: - Develop a visually appealing, cartoon-style 3D animation - Ensure the animation is engaging and easy to comprehend - Incorporate key safety procedures and guidelines such as fire evacuation, personal protective equipment usage, restricted areas, and the significance of signage Ideal Candidate: - Proficient in 3D animation, particularly in a cartoon style - Experience in creating educational or training modules - Background in animating safety or instructional content is a plus - Strong understanding of safety procedures and guidelines If you have ...

I'm looking for a talented developer who can create a federated learning system with two clients and a server. The purpose of the system is to both train and update a machine learning model. The clients will provide textual data for the learning process, and the system should ensure utmost data privacy and security without the need for data encryption. Key requirements: - Development of a federated learning system with a server-client architecture - Incorporating tools for machine learning model training and update - Handling of textual data from the clients for the learning process Ideal skills and experience for this job: - Proficiency in machine learning model development - Previous experience with federated learning systems - Strong understanding of data privacy and secur...

I'm in need of an AI image generation model which will be trained on a dataset consisting of millions of PNG images. The aim is to use the generated images for both my website and social media content. Key Requirements: - Develop an AI image generation model using Python. - Train the model using a dataset of PNG images. - Ensure the generated images are of high quality and suitable for website and social media use. Ideal Skills: - Strong proficiency in Python for AI model development. - Experience with image generation using AI. - Familiarity with handling and processing large datasets. - Proven track record in developing AI models for practical applications.

Summary of the Work Objective: Create a chatbot that assists customers in finding the cheapest train tickets and enhances customer service satisfaction. Scope: The chatbot will interact with users to gather travel details, access and analyze ticket pricing from online databases, and provide helpful customer service in various scenarios including delays and emergencies. Key Tasks and Components Cheapest Ticket Finder: Engage users to collect travel data. Access train ticket booking websites to find the cheapest tickets. Provide booking links directly through the chatbot conversation. Customer Service Improvement: Expand the chatbot's capabilities to offer real-time updates on train schedules and delays using predictive models. Handle inquiries and provide solutio...

We are currently seeking an AI prompt engineer with a rich product content background. The successful applicant will be able to train our artificial intelligence system to generate human-like content based on the current state of our website's products, producing high-quality content that is more valuable to users. Qualifications and Requirements: 1. Bachelor's degree in computer science, artificial intelligence or a related field. Master's degree preferred. 2. Extensive experience in training artificial intelligence models, especially in generating human-like codes. 3. Proficient understanding of current SEO practices. 4. Familiarity with Natural Language Processing (NLP) and Machine Learning technologies. 5. Excellent problem-solving skills and attention to detail....

Looking for someone with AI experience to partner with. I have access to historical tick data (1 second) for major forex and crypto pairs for several years. Also real time feed. I have ideas for preparing the data and can help with this part. Your part will be to create train and validate the model. If it looks good, we'll proceed to integrating with a live brokerage like Interactive Brokers.

I need an artificial intelligence expert proficient in working with Net-CDF data to train a U-Net model. The purpose of this model is to predict the average global temperature for the next 6 hours given specific latitude and longitude coordinates, as well as a specified time. This project falls into the category of weather forecasting, and although it's unclear whether historical temperature data are available for model training, the ideal candidate should be equipped to handle such data if provided. Key qualifications for this project include: - Proficient in training U-net models - Experience with weather-related AI projects - Ability to handle Net-CDF data - Familiarity with global temperature metrics. Your expertise will help in making informed predictions about glob...

I'm in need of a professional web developer to create a comprehensive website for my life insurance business. The main goal of the website is to generate leads. Key Features: - Up to 20 Pages - Striking Hover Effects - Subscription & Email Campaign Setup ...should have: - Proven experience in developing lead generation websites, particularly in the insurance sector. - Proficiency in creating and integrating various website features like hover effects, email campaigns, and social media. - Strong knowledge of SEO and Google indexing to ensure the website reaches its target audience. - Previous experience working with CMS platforms and the ability to train me on managing the website's content. Please let me know your relevant experience, suggestions, and estimated tim...

## Requirements To successfully complete this project, you need to collect and process data, then train and evaluate at least two machine learning models and lastly deploy them to a website. Please see below for further details: > Python (or a python package) is to be used everywhere it possibly can! **Data Collection** Data can be collected (legally) from anywhere. You may use data that you already have; or from sites that allow you to download the data, for example, [UCI Machine Learning Repository]() or [Kaggle Datasets](); or via web scraping; or via an API. We can restrict ourselves to data that would fit nicely into a spreadsheet. The content and amount of data are not the main consideration, as long as the data has: - at

...project is to predict forest is caught fire or not fire based on the user inputs from the gui. My current project model is not perfectly working for both conditions. you have to enhance the existing model or new model , to make this work for both fire and not fire conditions based on my datasets given as reference. you can use any of this four datasets, according to your comfort in the project and train the model. but while testing the inputs on gui , it should predict accurate values for all the 4 dataset values for values from these 4 data sets randomly for testing. Your model should work for all these 4 data sets. You have to test the inputs on GUI using my datasets, and send a video like attached in the resources to

Please solve these lines if you are not bot: Change following lines hugging face fuyu model: GPU_State = False shape_idx = 0 file_path = "" device = 'cpu' image_size = 224 model_url = '' model = blip_vqa(pretrained=model_url, image_size=image_size, vit='base') () model = (device)

I need an AI expert to help with the following: 1) Install an Open Source model from Github to Google Cloud and walk us through the process. 2) Fine tune the model for our purposes and walk us through the process (when we are ready). 3) Train the model on different datasets as needed. We will need your consulting skills for this effort. I have already established the necessary infrastructure for ML model deployment and hosting. The focus of this project is on installing and fine-tuning an existing model on Vertex AI. It is VERY IMPORTANT that you are able to walk us through the process of installation, fine-tuning and adding additional datasets. Ideal Skills and Experience: - Expert understanding of Machine Learning concepts - Proven experience with Vertex AI - Solid understandin...

I need a skilled illustrator that can create playful and fun cartoon illustrations for my business. These illustrations will be used on my website and in my marketing materials. Key Requirements: - Style: The illustrations should be in a fun and playful cartoon style, nothing too realistic or abstract. - Purpose: These illus...Freelancer: - A talented illustrator with a strong portfolio of cartoon-style work. - Experience designing illustrations for websites and marketing materials. - Someone who can capture and translate a playful, fun theme into visual form. Im looking for someone to make a 'doodle' style drawing of children doing 'adult' things. For example a child as an astronaut or a child as a teacher or child as a train driver. I want the illustration t...

...training the model will be fetched via an API from our comprehensive database, which is updated multiple times weekly. Data Processing: All retrieved data will be processed to facilitate effective model training. This includes Exploratory Data Analysis (EDA) to identify impactful data, outlier detection for data quality, and feature engineering to determine the final model inputs. Model Development: Train two types of models using Deep Neural Network (DNN) and Long Short-Term Memory (LSTM) architectures: A classification model to determine the likelihood of an event's occurrence. A prediction model to quantify the value of the event. Implementation Platform: The system will be implemented on a cloud platform, such as Digital Ocean or Google Cloud Platform. Web Interface: A u...

I'm looking for a skilled Asana expert who can help me with task management, project tracking, and team collaboration. The ideal freelancer will be able to assist with setting up Asana for my team of 1-5 members. Key Responsibilities: - Assist in setting up Asana with basic features - Provide guidance on task management best practices - Offer support with...with project tracking and team collaboration within Asana The freelancer will need to have a good understanding of Asana's features and capabilities, and be able to effectively translate that into a setup that meets my basic needs. Experience with team collaboration and project tracking is crucial. Additionally, the freelancer should have excellent communication skills to explain the setup and train my team on how to...

I need to train a model with a dataset and need help with it. The objective is to guide me to run the available code by ordering it and training it with a dataset on google colab, also provide a document as a read me file to explain it. The code is of a research paper with the name Sequential Weakly Labeled Multi-Activity Recognition and Location on Wearable Sensors using Recurrent Attention Network. The link for the paper is Also the verified code is at and the ipynb notebook is attached below, the snippets are to be reordered in order to run it as per the research paper and train it with Uni-Mib SHAR dataset which is availabe in NumPy format. The needed

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Vazha Pshavela Avenue, T'bilisi, Georgia. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

Tafadhali Jisajili ama Ingia ili kuona maelezo.

I need an expert to help me with the model fine-tune in MMPOSE. The primary goal here is to improve the accuracy of the model and also change the last layer of the model to change how the model behave... I have a dataset for fine-tune. The model is currently handling video data. Ideal Skills and Experience: - Strong background in MMPOSE models - Proven experience in model evaluation - Ability to work with video data - Experience in improving model accuracy Your main task will be to thoroughly provide me with a complete configuration and explanation and the modified model. you do not need to train the model just make sure that the model is trained. This is an advanced project. Partial or incomplete delivery is not acceptable. expertise in fine-tuning and optimizing MMPOSE models ...

...consumed and the total amount of available tokens is updated. The LLM must be accessible through a web application (prototype) that communicates via API with the LLM engine that will be deployed in a remote server. The APIs of the LLM engine shall also be provided through standard Swagger interface. To complete the job, it is request to: - Provide detailed instructions (like a user manual) on how to train the model from scratch and how to update the training with a new set of documents - Provide a document that describe thefunctionalities and arcthiecture of the entire system - Provide server characteristics for deployment of the LLM engine and for the web application. These will be purchased by me and made available for development - Test the system with a subset of data th...

...$4 aud/h 3rd month and thereafter SCOPE FOR GROWTH: Upon achieving mastery of this role, you will be invited to train for the more senior position, of Operations Manager, which provides a greater salary. Mastery of the admin position might take 6-12 months. About us Steelorama International Pty Ltd is a small but growing company. It has been operating for 20 years. Simple Weddings (). We conduct legal weddings in various cities in Australia, much like a Town Hall wedding. Job Description The job also involves helping the company as whole, through various general Admin duties. It is a complex business but we will spend all the time in the world to train you thoroughly until you feel comfortable in the role. Tasks • Phoning customers based on various criteria such

I'm looking for a trainer who can provide me an online Flutter training specifically on UI Development. I'm a beginner with no advanced Flutter knowledge, so I'll benefit from someone who is patient and experienced in tutoring beginners. Key Requirements: - Proficient in Flutter and UI development - Excellent online teaching skills - Strong understanding of beginner challenges - Language requirement: Fluent in Tamil - Previous tutoring experience is preferred but not essential The aim of this course is to develop my understanding and skills in Flutter UI Development from scratch. The course needs to be comprehensive and suitable for a novice.

...capable of detecting forged signatures from a dataset of JPEG signed pictures. The objective here is to distinguish between forged and authentic signatures, hence your role will entail: - Designing a smart algorithm capable of signature analysis. - Implementing a system for inputting PNG images of the said signatures, both authentic and forged. - Testing the overall model accuracy using a provided train and test datasets. Ideally, you should have prior experience in implementing machine learning models specifically for image recognition purposes, as this will be critical in driving the project's success. Familiarity with software development and programming languages suitable for performing these tasks is also desirable. Ensuring the algorithm's accuracy in forging ...

I need native Spanish speakers include other countries speach Spanish as first language who can record a series of scripts for me. The recordings will be used to train an AI in natural language processing. Key Requirements: - Fluency in Spanish: I need native speakers three in one group for this meeting recording project onlion. Your pronunciation and delivery need to be clear and natural. - Friendly/Casual Tone: The style should be approachable and engaging. - Include other countries speach Spanish as first language. - We need 150 groups. The ideal candidate should be able to provide a clean audio recording with no background noise, suitable for AI data training in natural language processing. Your participation in the project will help improve language understanding for AI syste...

I'm searching for an expert to help me set up a honeypot in Cisco Modelling Labs (v2.6.0). The primary purpose is to monitor network traffic, identify, and capture any malicious activities that happen within the network. It can be a low or low-medium interaction honeypot. As a beginner, I requi...As a beginner, I require an individual with skills and experience to navigate these systems. Mastery of Linux server for implementing the honeypot is essential due to its build on a Linux system. Need it completed before the end of April. Key Competencies: - Expertise in Cisco Modelling Labs - Proficiency in with Linux - Understanding of network monitoring and security principles - Ability to train a beginner on how to run the honeypot with documentation (pictures) of how the honeyp...

Seeking a talented artist to create a beer label that reflects a unique theme - "a pair of cleats by a window over a table of beer with a freight train visible through the window". I tried an AI version (attached) but couldn't get all the elements. The attached is close but doesn't have the table with the beer glasses. Would love to have a black Norfolk Southern Engine in the drawing. The design should be horizontal to fit in a template (attached) Need the artwork by Thursday, April 11, 2024. Ideal candidates should have experience in creating hand-drawn art, particularly in a commercial context, such as product packaging or advertising. Understanding of effective color usage and composition techniques is a must.

As an individual seeking muscle gain and overall fitness improvement, I'm in need of a personal trainer. Key Requirements: - Experience with gym-based fitness training. - Available to train 5-6 days per week. - Able to create personalised workout plans targeting muscle growth and enhanced fitness. Ideal experience and skills: - Certified fitness trainer. - Have experience in forming workout plans tailored towards muscle gain. - Excellent motivational skills. - Prior experience in tracking and improving overall fitness improvement. If you fit this description, I'm excited to work with you on my fitness journey.

...size? What is the potential for growth? My Company details - We are into laser source manufacturing, this source is applicable in different application in different industries. Application for automotive - Laser Welding Applications include: airbag components, fuel injectors, pressure sensors, fuel cells, batteries, seat frames, door panels, solenoids, body components, gear components, power train components, antilock brake components, hem flanges, head lights, tail lights, exhaust components, high speed remote welding, aluminum joining, polymer welding. Laser Marking / Engraving Applications include: VIN tags, radio buttons, control panels, mirrors, fuel Injectors, airbag components, pressure sensors, solenoids, ABS components, exhaust components, switches, EGR valves, key...

I'm seeking a skilled Python programmer with ML/DL (Pytorch) experience to help me significantly increase the accuracy of our current infrared facial recognition model. This project involves working with a collection of 550 images to train the model. Key Project Requirements: - Accuracy: The foremost goal is to increase the model's accuracy to over 60%. This would be measured by the percentage of images correctly classified. - Specific Expressions: The model must be able to accurately detect five specific facial expressions, which will be disclosed once the project begins. - Current Performance: Currently, the model classifies at an accuracy of 60%. Our target is to exceed this performance significantly. Ideal skills and experiences for this project include ML/DL profici...

Require a data quality analyst trainer in Gurugram Haryana to train graduates or undergraduates in data quality analyst.

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Naga, Camarines Sur, 4400, Philippines. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Dungarvan, Ireland X35 T628. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

Bonjour, Je suis Lucas Venzal, un entrepreneur passionné par le développement web, à la recherche d'un développeur web indien talentueux pour établir une collaboration à long terme. Je suis en train de bâtir un projet visant à offrir des sites web de qualité à une clientèle française. Je recherche un développeur web indépendant, compétent et fiable, pour travailler sur plusieurs projets de création de sites web. Les compétences requises incluent une maîtrise des langages de programmation tels que HTML, CSS, JavaScript, ainsi que la capacité à créer des solutions innovantes et fonctionnelles. Je suis particulièrement int&eacut...