Hmm neural networks işler

...sınıflandırma üzerine bir dataset seçilecek. 1. Size tahsis edilmiş veri setini, tanımlanmış sınıflandırma problemini çözmek için Training, Validation ve Test olmak üzere üçe ayırın. 2. İlk olarak “common sense baseline” denilen ve tasarladığınız modelin yenmesi gereken ve basit bir mantıkla üretilen minimum başarı oranını belirleyin ve açıklayın. 3. Keras ortamında kendinize ait bir Convolutional Neural Network (CNN) modeli tasarlayın. 4. komutuyla modelinizdeki katmanların çıktısını görüntüleyin. 5. Modeli eğitin ve eğitim sırasında Training Loss ve Validation Loss grafiğini ve Training Accuracy ve Validation Accuracy grafiğini çizdirin. Bu grafikten overfitting durumunun ka&cc...

bazı mimarilerde yazılmış kod bloğuna sahibim. Bunu istediğim 3 mimariye çevirmek istiyorum. Bunlar ResNet,R2U_Net (Recurrent residual convolutional neural network based on u-net) ve CBAM (convolutional block attention module).

Envato marketten aldığım bu scriptin kurulumu yaptırılacaktır. script: üyelerin facebook sayfalarında toplu paylaşım planlaması yaptırmaktadır. Teklif vermeden önce buradaki demoda üyelik açıp ona göre teklif verin, kuramıyacak olanların teklif vermemesini rica ediyorum. demo: işi ne kadar sürede tamamlarsınız? ücret ne olur?

...indicators). • Label the data for supervised learning (e.g., upward, downward, or sideways movement). 2. Preprocessing: • Normalize numerical data (e.g., scale prices and indicators). • Convert chart images into numerical matrices or use image processing techniques to extract features. 3. Model Selection: • Use a hybrid model combining: • A convolutional neural network (CNN) for image analysis (chart patterns). • A recurrent neural network (RNN) or transformer for sequential numerical data. 4. Training: • Feed the “before” data (images + numbers) as input. • Use the “after” data (movement labels or price changes) as the target output. • Train the model using a loss function like mean squared e...

...successful paid ad campaigns and generate income through affiliate offers Project Requirements: Campaign Setup: Create and manage high-converting paid ad campaigns across platforms such as Google Ads, Facebook Ads, Instagram Ads, or TikTok Ads. Use native ad platforms like Taboola, Outbrain, or PropellerAds if necessary. Offer Optimization: Select the best-performing affiliate offers from (or other networks). Optimize campaigns to maximize ROI and earnings. Landing Page Design: Create or suggest high-converting landing pages for the campaigns. Ensure landing pages are mobile-friendly and comply with ad platform policies. Ad Copy and Creatives: Write compelling ad copy tailored to the selected offers. Design eye-catching visuals or videos to improve click-through rates (CTR)....

...successful paid ad campaigns and generate income through affiliate offers Project Requirements: Campaign Setup: Create and manage high-converting paid ad campaigns across platforms such as Google Ads, Facebook Ads, Instagram Ads, or TikTok Ads. Use native ad platforms like Taboola, Outbrain, or PropellerAds if necessary. Offer Optimization: Select the best-performing affiliate offers from (or other networks). Optimize campaigns to maximize ROI and earnings. Landing Page Design: Create or suggest high-converting landing pages for the campaigns. Ensure landing pages are mobile-friendly and comply with ad platform policies. Ad Copy and Creatives: Write compelling ad copy tailored to the selected offers. Design eye-catching visuals or videos to improve click-through rates (CTR)....

I'm seeking an expert in robot navigation and Deep multimodal AI using the Webots simulator (Pioneer 3 DX Robot) for the following: Key Requirements: - Integration of multiple sensors. - Implementation of Deep Reinforcement Learning (e.g., Deep Q-Networks). - Attention mechanisms are used to filter sensor data. - Robust navigation in a dynamic indoor environment. Expected Deliverables: - A complete Webots project file. - Documented source code with explanations. - Performance analysis and validation. - A report or paper explaining the methodology. Testing and Simulation: - The robot should navigate using a combination of cameras, LIDAR, and ultrasonic sensors. - The simulation should emulate the complexities of an actual office space. Ideal Skills: - Proficiency in Webots ...

I'm seeking an experienced writer with a strong background in artificial intelligence and machine learning to help me write a research paper focused on neural architectural search (NAS) and automating the search for optimal network architecture. The paper needs to target academic professionals and should be structured with the following sections: Title page Table of contents Text part with introduction, main part, conclusion Bibliography The ideal candidate should have: - Previous experience writing academic papers, particularly in the field of AI or machine learning. - A deep understanding of neural architectural search. - Excellent writing and research skills. You're not under time pressure. I'll share more details about this project.

Project Description: We are seeking an experienced developer or development team to create a custom Franchise and Affiliate Management System for PraticaTrading. This system will empower franchisees to manage their business networks effectively, while affiliates can control and track their individual activities through a dedicated back-office. Project Requirements: Affiliate System for Franchisees: Allows franchisees to register, manage, and track their affiliates. A dedicated backend panel for franchisees to view detailed reports on affiliate sales, referrals, and earned commissions. Franchisee Control Backend: A control panel for PraticaTrading’s central administration to monitor franchisees, track performance metrics, and manage commissions and financial reporting. Aut...

I have a product line of wooden engraved pieces with painting kits tailored for kids, and I'm seeki...links, with the affiliate receiving a percentage of the sales. Target Platforms: - Social Media: Primarily focusing on Facebook, Instagram, Pinterest and Tiktok. - Blogging Websites: Engaging with parenting blogs or craft-related sites to reach potential buyers. I have all the necessary marketing materials prepared, so the role will primarily focus on driving sales through your established networks and platforms. Ideal Candidates: - Proven experience in affiliate marketing, particularly in the toys or craft industry. - Strong presence and connections on the targeted social media platforms and blogging websites. - Ability to generate engaging content to reach and attract po...

I'm looking for an expert in Convolutional Neural Networks (CNN) who can help create a project aimed at detecting shoplifting through the analysis of recorded video footage. Key Requirements: - The CNN will be processing video footage from in-store surveillance cameras to identify instances of potential theft. - It should be capable of distinguishing between normal shopper behavior and suspicious activity indicative of shoplifting. -Tutoring on basic concept of OpenCV and deep learning. -3 project related to anomaly detection and using UCF dataset/Shanghai crime dataset Ideal Skills: - Proficiency in CNN and video analysis. - Experience in developing theft detection systems. - Strong background in machine learning and computer vision.

...successful paid ad campaigns and generate income through affiliate offers Project Requirements: Campaign Setup: Create and manage high-converting paid ad campaigns across platforms such as Google Ads, Facebook Ads, Instagram Ads, or TikTok Ads. Use native ad platforms like Taboola, Outbrain, or PropellerAds if necessary. Offer Optimization: Select the best-performing affiliate offers from (or other networks). Optimize campaigns to maximize ROI and earnings. Landing Page Design: Create or suggest high-converting landing pages for the campaigns. Ensure landing pages are mobile-friendly and comply with ad platform policies. Ad Copy and Creatives: Write compelling ad copy tailored to the selected offers. Design eye-catching visuals or videos to improve click-through rates (CTR)....

I'm looking for a professional who can help me monetize my podcast through pre-roll advertising. Key Requirements: - Experience with podcast monetization - Connections with advertising networks - Ability to secure pre-roll ad spots The ideal candidate will have a deep understanding of podcast advertising and can help me tap into an advertising network to generate revenue. Please provide a detailed plan of how you would approach this project.

I'm in need of a talented graphic designer who can redone 2 images, i will provide the images, and the texts. The ideia is to use as flyers, social networks and on a big canvas. Simple job for a talented, experienced graphic designer.

...system (e.g., GrapheneOS or CalyxOS) to prevent unauthorized modifications. 2. Custom Communication App: A messaging app similar to WhatsApp featuring:  Encrypted text messages.  Multimedia file sharing.  Secure audio calls. Peer-to-peer communication only (no intermediate servers). Implementation of advanced end-to-end encryption. 3. Anonymous and Secure Network: Integration with anonymous networks like TOR to ensure maximum anonymity. Connection obfuscation to prevent tracking or localization. 4. Advanced Security Measures: Each device will have a unique identification code. Communication allowed only between authenticated devices. No data or metadata storage on servers. Mechanisms for data self-destruction in case of compromise. 5. Security Testing: The system must be robu...

I need assistance with my WordPress multisite network. The project involves creating 30 new sites, replicating an existing Elementor "Mugshot" page on them, and setting up pre-purchased themes with dummy demo content on both the new and some existing sites. Key Tasks: - Creation of 30 n...sites within my WordPress multisite network - Replication of an existing Elementor "Mugshot" page on the 30 new sites - Setup of pre-purchased themes with dummy demo content on the 30 new sites and 7 existing ones Please note that the new sites will not use a subdomain. Ideal candidates for this project should have: - Proficiency in WordPress and Elementor - Experience with WordPress multisite networks - Ability to set up WordPress themes and import demo content - Attention ...

I'm seeking an expert in machine learning and neural networks. My goal is to train a model that will help forecast exact football match scores. The project is data-driven and numbers-focused, as I have six main pillars and two additional tools that underpin my technique. These tools and pillars are all based on numerical data, and they form the core of the project. Key aspects of the project include: - Training the neural network using historical match data - Utilizing player performance statistics and team strategies - Focusing on predicting the exact score of matches The ideal freelancer for this project should have: - Significant experience in machine learning and neural networks - A strong understanding of football statistics and dynamics - ...

...laptops, as well as performing minor daily tasks that cannot be handled remotely. This is a great opportunity for someone interested in a flexible, part-time role that involves technology and remote collaboration. Responsibilities: - Receive, unbox, and set up up to 4 company-provided laptops. - Configure the laptops according to specific requirements and ensure they are connected to the necessary networks. - Turn on and maintain daily remote access capabilities to facilitate ongoing software development work by the engineers. - Perform minor daily tasks that cannot be completed remotely, such as software updates, basic troubleshooting, and system checks. - Ensure the laptops are in good condition and report any technical issues or damages promptly. - Communicate regularly with ...

...like Instagram and similar social networks to increase awareness of our product and capture the attention of our target audience. We place great value on creativity and fresh ideas – you will have maximum creative freedom! Product: O2GOOD Oxygen is a premium oxygen product that promotes energy, focus, and well-being. It is suitable for athletes, seniors, and anyone in need of an extra boost of oxygen and vitality. More information can be found on our website: Materials: We will provide you with a collection of images, videos, and product photos. Our website serves as inspiration and offers additional content. Requirements: Video Length: Approximately 6 seconds. Platform: Optimized for Instagram (Stories, Reels) and similar social networks. Creative Focus: ...

I'm looking for a cybersecurity expert who can help us improve the security of our small business network. The primary focus areas for enhancement include: - Firewall Protectio...more effective intrusion detection mechanisms to identify and respond to potential breaches promptly. - Endpoint Security: With multiple devices connected to our network, we need assistance in securing all endpoints to prevent them from being an easy target for cyber attacks. Ideal candidates for this project should have significant experience in cybersecurity, specifically with small business networks. They should be well-versed with firewalls, intrusion detection systems, and endpoint security measures. A proactive approach and good problem-solving skills are essential to ensure our network is robu...

Here, I have used a Long Short Term Memory Network (LSTM) for building your model to predict the stock prices of Google. LTSMs are a type of Recurrent Neural Network for learning long-term dependencies. It is commonly used for processing and predicting time-series data. From the image on the top, you can see LSTMs have a chain-like structure. General RNNs have a single neural network layer. LSTMs, on the other hand, have four interacting layers communicating extraordinarily. The model considers various aspects to predict the stock market trends .

...system will need to make phone calls when tilt is detected. Ideal skills and experience for the job include: - Expertise in PCB design - Experience with tilt detection systems - Ability to integrate phone call functionality - Understanding of vehicle security system requirements This circuit will be critical for enhancing the security of my vehicle. must be compatible 850 900 1800 1900 mhz networks must be compatible standart SIM There must be a Bluetooth connection with the application.(IOS ve Android) Signal strength and battery charge status should be visible via Bluetooth The settings of the device can be made with this connection. Must be a unique 4-digit BL connection number for each device with app: 1. The angle of the tilt sensor should be adjustable 2. The phone nu...

I'm in urgent need of an AI/...crucial project involving quantum security. The primary focus is on finalizing an AI-driven anomaly detection system designed to protect financial networks from quantum computing threats. Key Responsibilities: - Completing model training and evaluation pipelines - Troubleshooting and ensuring all program components operate smoothly Ideal Candidate: - Extensive experience with AI-driven anomaly detection systems - Proficient in Python, TensorFlow, and Elasticsearch - Familiar with adversarial testing frameworks - Able to work under pressure to meet tight deadlines Your expertise will directly contribute to the security of critical financial networks. If you have a strong background in this field and can assist me in finishing the program...

...compliance with international regulations like GDPR for data protection and other local requirements. 5. Marketing and Sales • SEO Optimization: Optimize your store for search engines to attract organic traffic globally. • Digital Marketing: Use targeted ads, social media marketing, and email campaigns to reach estate agents worldwide. • Partnerships: Collaborate with real estate associations and networks to increase visibility. 6. Customer Support • AI Chatbots: Implement AI-powered chatbots for 24/7 customer support. • Knowledge Base: Provide a comprehensive knowledge base and FAQ section. • Live Support: Offer live chat and email support for complex queries. 7. Scalability and Security • Cloud Hosting: Use cloud services like AWS, A...

I'm in search of a skilled Android developer who already has a published app on the Play Store. The task is to integrate our ads SDK into your app and perform testing. Having your own published app in ... The app must have atleast 100 daily active users, and at least a 1000 downloads. Requirements: - Integrate various types of ads: Banner, Interstitial, and Rewarded video ads. - Work with multiple ad networks including Google AdMob, AdX, ironsource, and Applovin. - The purpose is to test our ads SDK by integrating and publishing it in playstore, and get your feedback on the SDK product. Ideal Skills and Experience: - Proficient in Android app development. - Experience with integrating ads SDKs. - Has an existing, well-functioning app on Play Store. - Knowledge of the specifi...

I fix system issues using custom Python tools with an id called the power of Python to identify, troubleshoot, and resolve system issues efficiently. developing custom scripts and tools, I streamline the process of diagnosing problems in operating systems, applications, and networks, ensuring minimal downtime and optimal I Offer: Automated Diagnostics: Build Python scripts to analyze system logs, monitor performance metrics, and detect anomalies. Identify root causes of errors or crashes using data parsing and analysis tools like Pandas. Custom Troubleshooting Tools: Create interactive Python applications to test and debug specific system components (e.g., hardware checks, API response testers). Develop tools to manage system resources, monitor disk usage

I’m looking for an expert Palo Alto Networks routing engineer to set up OSPF peering between five firewall clusters for sharing routing information across our infrastructure. The environment includes four Palo Alto next-generation firewall clusters in high availability (HA) mode and one Cisco Firepower Threat Defense cluster, also in HA mode. The goal is to integrate these platforms and enable dynamic routing with OSPF across all nodes. The ideal candidate must have hands-on experience designing and implementing OSPF on Palo Alto firewalls, with deep knowledge of Palo Alto’s OS and routing features. This is a one-day, time-sensitive project, and the engineer’s work will be reviewed to ensure all OSPF sessions are properly configured and routing functions seamlessl...

...not part of department roll and its governance role, and complete all processes. 11. Cost Management: Managing the budget for IT operations, optimizing costs while ensuring the necessary resources are available. Under this point we did a good job (Drafting all RFP for devices and hardware, printers and licenses) 12. Infrastructure Management: Overseeing and maintaining the hardware, software, networks, and data centers that support IT services. 13. Service Desk Management*: Providing a point of contact for users to report incidents and request services. Service Desk Management: Providing a point of contact for users to report incidents and request services. a. Incident Management: Quickly addressing and resolving IT incidents to minimize disruption. b. Problem Management: Identif...

...Android App Developer to build an innovative earning app for me. The app will feature a comprehensive Ad Networks and Offerwalls system. Key Requirements: - Integrate Google AdMob and Unity Ads for advertising. - Incorporate various ad networks and offerwall systems such as Adgate Media, Torox, Adjoe, Tapjoy, Survey etc Features: - Implement a Referral system to incentivize users. - Establish a Leaderboard for competitive engagement. - Create an Offerwall system for diverse earning opportunities. - Develop a 'Watch & Earn' system. - Incorporate a 'Play & Earn' system. Ideal Skills and Experience: - Proven experience in Android app development. - Strong knowledge of integrating ad networks and offerwall systems. - Previous work on earn...

...process and provide actionable recommendations to ensure approval. Key Responsibilities: Review and analyze my website against Mediavine’s standards. Confirm traffic metrics through Google Analytics. Provide a detailed report on improvements needed (if any). Offer support through the Mediavine application process. Preferred Qualifications: Experience with Mediavine approvals or similar ad networks. Strong knowledge of website optimization and analytics. Proven track record of assisting websites in achieving ad network approval. Deliverables: A fully optimized website ready for Mediavine application. Successful Mediavine approval or a comprehensive report on next step...

...Email Automation: Implement an automated email management system. Enable AI-powered responses to incoming inquiries based on customer inputs. Artificial Intelligence (AI): Integrate an AI solution for data analysis and automated report or response generation. Connect the AI with the platform’s categories and data. Social Media Integration: Automate the publishing of platform content to social networks (e.g., LinkedIn, Twitter, Facebook). Set up templates for social media posts based on platform content. Our Preparation: WordPress is already installed and set up. All categories, text, images, and design elements will be completed by us before the project starts. Your Responsibilities: Technical Implementation: Complete API integration and automation setup. Activate AI sol...

I want to develop an animated series which concentrates on "how to make India a developed country". Trailer: In 1700 India was holding 27% of world economy. 200 years later India's share dropped to less than 3%. Why? Because British came and demolished India's native institutions. 1) Its economy deindustrialized 2) Its trade networks got destroyed 3) Its people got deeply divided by caste and creed. In just 200years India was turned from richest country to developing country. It is 21st century, still we are said as a developing country. Here comes KALAM who tells us in each episode one idea how to turn India to a developed country. Hold on to watch more ..................trailer ends I need someone to help me with the script for this trailer.

Location: Farringdon London - Onsite - some remote Freelance/Contract (part-time) - may become full Time Start Date: ASAP Role Overview: We are seeking an experienced Network Firewall and Server Specialist to configure a firewall system and build/maintain high-performance servers. The primary objective of this role is to secu...computing environments is a significant advantage. - Ability to troubleshoot and resolve issues promptly. What We Offer: - The opportunity to experiment with cutting-edge hardware and technology. - A collaborative and innovative work environment. - Flexibility to work on-site or remotely (depending on project needs). We look forward to working with someone passionate about securing networks and building optimized systems for efficiency and i...

I have a 30 GB .DAT file containing binary data that needs to be processed and classified using a Convolutional Neural Network (CNN). The output from the model should be classification labels. Ideal candidates for this project should have: - Proficient experience in machine learning, specifically with CNNs - Ability to handle and process large datasets - Familiarity with .DAT and binary data - Skills in data preprocessing and feature extraction - Experience in delivering classification labels from a trained model Your expertise in these areas will be key to the successful completion of this project.

...Spy/Competitive Intelligence Program. Key Requirements: - Data Gathering: The program should gather advertising data from various platforms, including social media, search engines, and display networks. - Competitor Analysis: It should track specific data from my competitors' ads, including ad copy and creatives, audience targeting, and performance metrics. - Performance Metrics: The level of detail needed for performance metrics encompasses impressions and clicks. Ideal Skills: - Proficiency in data analysis and competitive intelligence software. - Experience with social media, search engines, and display networks. - Skills in interpreting ad copy, creatives, and audience targeting. Experience: - Prior experience in creating similar programs will be a plus. - Dem...

...accounts on various platforms. I will provide with access to emulated android devices. You need to: 1. Connect to the devices using "Panda Free management software Unified Control Android Phone Farm" (google it) 2. Configure proxy & specific GPS location on emulated phone 3. Manage accounts on 2 platforms (social netowrks). Use name from a spreadsheet. 4. Save login credentials for email and social networks & proxy IP to spreadsheet 5. Perform some generic user behaviour on those platform similar to human behaviour, to prevent platforms to consider these accounts as not human. 6. Server where emulated devices run can support 5-10 devices open at the same time. Close devices that were configured and move to next ones. This is done from a management platform - doc...

I'm seeking a Physics-Informed Neural Networks (PINN) expert to model a dynamic structural analysis problem from a mechanics perspective. The material properties will be sourced from a reference problem statement, so familiarity with interpreting complex engineering data is crucial. Ideal Skills: - Proficient in using Deepxde library - Extensive knowledge in mechanics and structural analysis - Experience with dynamic analysis - Ability to interpret and apply complex material properties Problem in in 2 dimensions

...seeking a seasoned blockchain developer to assist in creating a secure and scalable crypto wallet application. This project involves the creation of smart contracts, integration with various blockchain networks, and the development of features for sending, receiving, and managing crypto tokens across multiple chains. Key Responsibilities: - Design and develop a secure crypto wallet. - Create and implement smart contracts. - Integrate with various blockchain networks. - Develop features for sending, receiving, and managing crypto tokens. - Ensure the application supports multiple blockchain networks. Ideal Skills and Experience: - Proficiency in Solidity, , and blockchain architecture. - Extensive experience in developing crypto wallets. - Prior involvement in DeFi...

Project Overview: This project involves the development and training of a Recurrent Neural Network-Transducer (RNN-T) model for the challenging task of Nested Entity Recognition (NER) in biomedical literature. Nested NER aims to identify and classify multiple overlapping entities within a given text, such as genes, proteins, diseases, and drugs. Key Responsibilities: Data Preparation: Data Collection: Gather and curate a high-quality dataset of biomedical literature annotated with nested entity labels. Data Preprocessing: Clean and preprocess the text data, including tokenization, sentence splitting, and handling special characters. Implement appropriate data augmentation techniques to enhance model robustness and prevent overfitting. Create suitable input and output representation...

Description: I am a licensed therapist, life coach, and TV personality with experience on TLC shows (The Last Resort and other upcoming projects*). I am looking for an experienced professional to create a polished, visually appealing, and impactful Electronic Press Kit (EPK) that highlights my media presence, podcast, and public speaking expertise. The EPK will be a key tool for pitching to networks, agents, and collaborators as I expand my brand in the media and entertainment industry. What I Need: 1. Professional Writing Expertise: • Ability to craft compelling bios, summaries, and service descriptions. • Experience in the media and entertainment industry is a plus. 2. Design and Branding: • Collaborate on or guide the visual layout, ensuring the EPK reflects...

...Parameters: Users should be able to configure transaction durations, fees, and confirmation times for testing purposes. Support for multiple blockchain networks, including TRC20, ERC20, BEP20, and others. User-Friendly Interface: A clean and simple interface for users to simulate transactions with minimal effort. Privacy and Anonymity: Integration of VPN or proxy support to simulate transactions from different locations. Technical Specifications Security and Compatibility: The software should be secure and compatible with major cryptocurrency wallets for testing purposes only. Customizable Settings: Users can choose cryptocurrency types, networks, and transaction parameters for their simulations. Delivery and Testing A demo of the software must be provided to verify f...

I'm seeking a seasoned professional with expertise in SonicWall firewalls to configure a Full Tunnel SSLVPN on my NSA2650. The task involves setting this up in a network environment lacking a static IP, and incorporating Two-Factor Authentication for security. Key Requirements: - Configure a Full Tunnel SSLVPN to cater for 1 user. - Set up Two-Factor Authentication as the primary security m...a Full Tunnel SSLVPN to cater for 1 user. - Set up Two-Factor Authentication as the primary security measure. - Ensure the configuration is optimally done for a non-static IP environment. Ideal Skills: - Extensive experience with SonicWall NSA2650 firewalls. - Proficient in SSLVPN configuration. - Knowledgeable in Two-Factor Authentication setup. - Strong troubleshooting skills for dynamic IP ...

I...counts from various social networks. The page should allow filtering by nationality and classifying users by their number of followers. Here's a breakdown of what I need: - **Social Networks**: The application should support user IDs and follower counts from Instagram, Twitter, Facebook, TikTok, and YouTube. - **User Profiles**: Each user will need to input their social media user IDs in their profile. - **Data Extraction**: The application should be able to extrapolate follower counts from these IDs and use this data for the ranking on the page. Ideal skills for this job include web development, data extraction and analysis, and a good understanding of social media platforms. Experience in creating similar ranking pages and working with APIs from these social ...

- I am seeking a professional to design and implement a federated learning system for dynamic response to low-rate DDoS attacks in distributed Software-Defined Networks (Federated Learning for Dynamic Response to low-rate DDoS Attacks in SDNs). - The goal of this system is to create a more secure and resilient network infrastructure by integrating the strengths of federated learning and deep reinforcement learning. - The primary objective is to effectively mitigate various types of cyberattacks, demonstrating improved performance in attack detection and response time compared to traditional methods.  The system utilizes a Deep Q-Network (DQN) to learn optimal defense strategies against cyber-attacks. The federated learning component enables multiple SDN controllers to collaborat...

...integration to streamline functionality. Simplify program structure: Ensure scripts such as , , and can be executed independently in sequence. Remove reliance on , focusing on a modular execution approach. Clearly define script dependencies and execution order. Requirements: Proficiency in Python and AI/ML model development. Experience with LSTM networks and Isolation Forests. Strong debugging skills, particularly in ML pipelines. Ability to optimize workflows and streamline program structures. Familiarity with adversarial testing techniques (e.g., FGSM, PGD, Carlini-Wagner) is a plus. Deliverables: Fully debugged and optimized scripts (, , ). Streamlined program workflow, ensuring independent

...achieving optimal compression, high quality, and low maintenance costs: 1. Data Preparation: • Frame Extraction: Decompose the video into individual frames. • Block Segmentation: Divide each frame into non-overlapping blocks (e.g., 8x8 pixels) to create a set of image patches. 2. Feature Extraction with Deep Learning: • Autoencoder Training: • Architecture Design: Develop an autoencoder neural network tailored for image data, comprising an encoder and a decoder. • Training: Train the autoencoder on the image patches to learn a compact representation (latent space) of the input data. • Latent Vector Generation: Utilize the encoder to transform each image patch into its corresponding latent vector, capturing essential features in a reduced-di...

Project Title: Mobile Phone Tariff Comparison Website Development Objective: We are seeking an experienced freelance web developer or agency to design and develop a mobile phone tariff comparison website. The website will allow users to compare mobile phone plans and tariffs from various networks and vendors. The website must import and sync data from affiliate vendors using CSV or XML feeds. The end result should be similar in functionality and appearance to Mobile Phones UK or uSwitch Mobiles. Key Requirements: Data Integration: Import and sync data from affiliate vendor feeds (CSV or XML). Automatic and periodic updates of data to ensure accurate and up-to-date information. Core Features: Display a list of products (phones and plans) with vendor/network names, logos, and pric...

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...integrates with multiple affiliate marketing platforms, including Betwiner Affiliates, , and HSOffers. The primary goal is to streamline the management and reselling of offers across these networks. Key Features and Requirements: Multi-Network Integration: Develop a control panel that supports integration with various affiliate networks, allowing seamless management of offers from platforms like Betwiner Affiliates, , and HSOffers. Real-Time Tracking: Implement real-time tracking capabilities to monitor clicks, conversions, and commissions across all integrated networks. Offer Management: Enable the creation, modification, and removal of offers within the control panel, ensuring efficient campaign management. Reporting an...

...assistance with the following tasks: SDN (Software-Defined Networking) Setup: Properly configure SDN on Proxmox for efficient network management. Ensure seamless communication between VMs and optimize network performance. VPN Container Configuration: Set up a VPN container to enable L2TP/IPsec connections. Ensure secure and reliable remote access to the internal IPs of the VMs from external networks. Requirements: Proven experience with Proxmox networking and SDN configuration. Expertise in setting up L2TP/IPsec VPNs in a virtualized environment. Ability to troubleshoot and optimize network performance. Strong understanding of cloud-hosted infrastructure and virtual machine networking. Deliverables: Fully configured SDN setup. Operational VPN container allowing external L2TP...