Dual DNN/CNN Classifiers

@Osama141

Hey! I've worked on a number of projects similar to this one. I have a lot of experience and knowledge in this field. My knowledge of business also gives me an advantage in this situation. Looking forward for the opportunity. Thanks

@GdevDataSceince

Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Natural Language Processing, Neural Networks, CNNs, RNNs, LSTM, GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable and skilled tutor who is dedicated to your success in this field. My top priority is to provide a high quality of work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev

@gm341473

With a deep understanding of Machine Learning and Artificial Intelligence combined with my mastery over Python, leveraging the most formidable frameworks such as TensorFlow, Keras, and PyTorch, I am confident that I can deliver exactly what you need for your project. Having developed powerful AI systems and intelligent automation tools in the past, the task of creating and training deep neural networks and convolutional neural networks is second nature to me. For your network traffic analysis requirement, extracting suitable features and designing a Binary DNN to flag malicious or safe traffic is well within the range of my expertise. Post-training, all evaluation documents you seek along with extensive suggestions on further performance enhancement through alternative architectures, data augmentation techniques or other ensemble methods will be provided promptly. As we move onto image categorisation with CNNs for animals vs vehicles differentiation alongside varied resolutions and lighting conditions in the dataset, your requirement merges seamlessly with my skills of dataset preparation, resizing, normalising and augmenting.

@abhisaini0188

Hello, Thank you so much for posting this opportunity. It sounds like a great fit, and I’d love to be part of it! I’ve worked on similar projects before, and I’m confident I can bring real value to your project. I’m passionate about what I do and always aim to deliver work that’s not only high-quality but also makes things easier and smoother for my clients. Feel free to take a quick look at my profile to see some of the work I’ve done in the past. If it feels like a good match, I’d be happy to chat further about your project and how I can help bring it to life. I’m available to get started right away and will give this project my full attention from day one. Let’s connect and see how we can make this a success together! Looking forward to hearing from you soon. With Regards! Abhishek Saini

@amirrmusavifr

Hi, I’m an AI expert with professional experience in computer vision, with a proven track record of working on complex image processing and AI/ML model development. With skill sets: • Algorithm Development: Strong understanding of computer vision algorithms and techniques, including convolutional neural networks (CNNs), object detection, image segmentation and feature extraction. • Model Training & fine-tuning: Develop and train machine learning models tailored for image analysis and visual data interpretation. I have worked on some well-known models like YOLO, RCNN, U-Net, Deeplab, ViT etc. • AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. • Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. • Data Handling: Experience in handling and processing large datasets, including image and video data. Familiarity with data augmentation techniques and synthetic data generation. • Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. • Programming Skills: Proficient in programming languages such as Python. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. • Tools & Libraries: Proficiency with OpenCV, scikit-image, and other relevant libraries. Experience with version control systems like Git.

@annes01

This is exactly the kind of work I love doing. Designing binary Deep Neural Networks (DNN) for network traffic analysis and Convolutional Neural Networks (CNN) for image categorization intrigues me. I specialize in building robust ML pipelines using TensorFlow/Keras and PyTorch. My similar off-platform projects always hit the mark. I’ll provide clean code, thorough documentation, and actionable insights. I’m happy to offer insight even if you don’t go with me. Regards, Anne S.

@pramodsharma8553

ping me, I will do it for 50 sgd in 2 days. let's have further conversation in the chat

@hamzakhattabi

Regarding your need for two machine-learning pipelines, I understand you require robust, actionable results from raw data. I'll deliver precisely that, building a binary DNN in TensorFlow/Keras for network traffic classification and a CNN (potentially leveraging transfer learning with ResNet/EfficientNet) for image categorization, ensuring high accuracy and comprehensive documentation. My expertise in deep learning, data augmentation, and performance tuning guarantees optimal model performance and insightful evaluation reports. I'd love to discuss this further and outline a detailed timeline, Best regards,

@MZITSERVICES

Hi there, I am A.R.M. MASUD, with a strong Data Science background. As a Python developer, I have extensive experience building robust, scalable, and efficient solutions that address various business needs. I understand the importance of delivering high-quality, well-architected code, and I am committed to working closely with you to ensure the success of this project. I implement core functionality using Python, utilizing relevant libraries and frameworks such as Pandas, NumPy, GUI, SciPy, Matplotlib, Seaborn, Plotly, Scikit-learn, TensorFlow, Keras, PyTorch, spaCy, Flask, Django, FastAPI, OpenCV, and Jupyter. I am a professional responsible for extracting actionable insights and knowledge from large volumes of data through Machine Learning models, including CNNs, RNNs, LSTMs, GANs, Transformers, FNNs, ANNs, and DNNs. I conduct comprehensive unit, integration, and performance testing to ensure the solution is error-free and optimized. https://www.freelancer.com/u/MZITSERVICES I appreciate the opportunity to submit this proposal and am excited about the possibility of working with you to bring your project to life. Thanks A.R.M MASUD

@sufyand1

As a seasoned Python developer with extensive experience in designing and deploying machine learning solutions, I am confident that my skillset aligns perfectly with your project requirements. Not only do I possess a deep understanding of the frameworks you listed, including TensorFlow/Keras and PyTorch, but I am also adept at leveraging them to build powerful deep neural networks and convolutional neural networks. Furthermore, my expertise in image processing and computer vision can greatly enhance the performance of your classification pipeline for separating animals from vehicles. I am well-versed in resizing, normalizing, and augmenting diverse image datasets for training models like ResNet and EfficientNet. My approach is not just about giving you the results; it's about providing a comprehensive evaluation report backed by thorough analysis and improvement suggestions. Finally, my commitment to delivering clean, well-commented code would ensure that the deep learning classifier for network traffics is optimally designed, trained, and tested. Moreover, my familiarity with databases like PostgreSQL and MySQL could be an asset should we need to scale up data annotation or management processes to improve model accuracy. Trust me to handle every aspect of your project meticulously; from raw data through actionable results

@Ahmedk074

Hi Lallu N., I’ve reviewed your job posting and see that you’re looking for someone skilled in Performance Tuning, Keras, Python, Deep Learning, Documentation, Classification, Data Augmentation and Image Processing—this aligns perfectly with my experience and expertise. I’d be happy to assist you with this project and ensure high-quality results that meet (or exceed) expectations. Before we proceed, I’d appreciate a bit more clarity on a few points: Are there any additional requirements not mentioned in the job post? Has any work been done on the project, or will we be starting from scratch? What is your expected timeline for completion? Why Partner with Me? I have successfully completed over 250 major projects across various industries. Over the past 5–6 years, I have maintained a spotless track record with no negative feedback. My most recent 100+ major projects all received 5-star ratings, reflecting high client satisfaction. I work full-time as a freelancer and am available daily from 9 AM to 9 PM EST. Due to confidentiality agreements, I’ll share relevant examples of my recent work in a private message. Looking forward to discussing your project in more detail. Best regards, Ahmed

@marcoc7

Hello, As Marco Antonio, your versatile and proactive full-stack developer, I may deviate from the profile you were anticipating, but it is in the best interests of your project. I am not a React person, but I pride myself on my skill set with Python and can handle your demanding machine learning project excellently. Throughout my 10-year career, I have built numerous machine learning pipelines and transformed vast amounts of raw data into actionable insights - skills that align fully with your project vision. Let's first tackle the binary DNN for network traffic classification. Having extensive experience with TensorFlow/Keras (and some familiarity with PyTorch), building deep neural networks for such tasks would be a walk in the park. During model training, I will ensure to include precise evaluation metrics like precision, recall, and ROC-AUC to provide comprehensive insights on model performance. As a pro-tip, leveraging alternative architectures and employing ensemble methods could be potential game-changers. Now zooming in on the second part - image categorization using CNN. Drawing upon my aptitude for preprocessing image datasets (resizing, normalizing, augmenting) as well as designing effective Convolutional Neural Networks (including transfer learning models like ResNet or EfficientNet) will bring sharp clarity between animals and vehicles in your mixed image pool. Accuracy and a sound understanding of results through con Thanks!

@Ahmedyar547005

Hey Lallu N., I just finished reading the job description and I see you are looking for someone experienced in Deep Learning, Performance Tuning, Image Processing, Keras, Documentation, Data Augmentation, Python and Classification. This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 180 major projects. 2. I have not received a single bad feedback since the last 4-5 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. 4. I will provide you my fast service until 100% satisfactions. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Zain

@fauzanr14

Hi there, I can deliver both pipelines end to end with clean code and reproducible results. I have finished 20+ similar projects. For the traffic classifier, I’ll normalize PCAP/NetFlow/logs into per-flow features (bytes, packets, duration, IAT stats, burstiness, direction ratio, TCP flags, TLS/DNS hints, entropy), prevent leakage, use stratified splits and class weighting or focal loss, and train a Keras DNN (PyTorch on request) with an optional temporal branch. I’ll report precision, recall, ROC-AUC, choose a calibrated threshold, include five sample predictions with SHAP-style explanations, and close with a concise improvement plan (sequence models, contrastive pretraining, hard-negative mining, ensembles). For the image classifier, I’ll resize/normalize, apply realistic augmentation, and fine-tune an EfficientNet/ResNet backbone with mixed precision, label smoothing, cosine decay, and early stopping. You’ll get accuracy, a confusion matrix, per-class precision/recall, Grad-CAM examples, and an optimization roadmap. Deliverables: notebooks or scripts, saved weights, full preprocessing, a quick-start guide, and a 2,000-word report (≈1,000 each). Data stays local; a single 12 GB GPU is ideal (CPU works but slower). Timeline ~2–3 weeks. Budget USD 2000–3200 depending on data volume and iteration depth. Thanks for reading. All the best, Fauzan

@ThomasBath

I was excited to come across your project, it’s exactly the kind of challenge I love taking on. I specialize in crafting clean, modern, and high-performing digital solutions that truly make an impact. From web design to automation, I help businesses stand out. While new to Freelancer, I bring real-world experience delivering projects. Let’s explore how I can bring your vision to life. Best regards, Thomas --- I’m placing two self-contained machine-learning pipelines and seek a specialist to handle every step from raw data to actionable results. 1. Binary DNN for network traffic: We aim to flag malicious traffic. Dataset options are flexible, and you'll craft the network in TensorFlow/Keras or PyTorch, along with performance analysis and suggestions for improvement. 2. CNN for image categorisation: Differentiating animals from vehicles in varied images. Require dataset preparation, CNN design with transfer learning, evaluation, and roadmap for optimization. Deliverables: - Python notebooks for each classifier - Model weights and preprocessing steps - Evaluation report - Quick-start guide 2000-word report I’m open to sharing more data and labeling additional samples. Share your preferences on framework, hardware needs, and expected timeline.

@apexd2

I am a perfect fit for your project and can handle every step from raw data through to actionable results. I specialize in creating clean, professional machine learning pipelines tailored to your needs. While I am new to freelancer, I have tons of experience and have done similar projects off site. I can build custom binary DNNs for network traffic analysis and design CNNs for image categorization. With proficiency in TensorFlow, Keras, PyTorch, and using transfer learning techniques, I can deliver accurate results and detailed evaluation reports. Let's discuss how we can push performance further on both systems! I would love to chat more about your project! Regards, Johan De Villiers

@umarejaz0

Hello Lallu N., I understand that you are looking for a specialist to develop two machine-learning pipelines for network traffic classification and image categorization. For the binary DNN classifier, I will work on feature extraction, building a deep-neural network in TensorFlow/Keras or PyTorch, training the model, and providing detailed documentation on performance metrics and improvement suggestions. Similarly, for the CNN image classifier, I will handle dataset preparation, model design using transfer learning, training, evaluation, and optimization roadmap. With expertise in Python and experience in developing machine-learning models, I am well-equipped to handle this project. Could you please specify the preferred framework for implementation and any specific hardware requirements? I look forward to collaborating with you and ensuring effective communication throughout the project. Best regards, Umar

@shoheiy3

Hello Lallu, I am a Talented Electrical / Electronics and AI / Software Engineer with over 7 years of experience. I can work on your time zone and start working on your project immediately if you hire me. For the binary DNN classifier, I will utilize TensorFlow to develop a model that effectively distinguishes between malicious and safe traffic. I have previously worked on network traffic classification and successfully implemented performance metrics to assess model accuracy. For the CNN aimed at image categorization, I will leverage transfer learning to achieve high accuracy in differentiating animals from vehicles using your dataset. I will need access to your data and any specific labels you have to tailor the models better. I would appreciate the chance to discuss the project in more detail. Best regards. ----Shohei----

@ShamussB

Dear Lallu, My skills and experience align perfectly with the requirements of this project. I specialize in building deep learning models for various tasks, including image categorization and network traffic analysis. I have expertise in TensorFlow, Keras, and PyTorch, and can handle the entire pipeline from data preprocessing to model training and evaluation. I understand the importance of delivering clean, professional, and user-friendly Python notebooks with well-commented code. I can provide detailed evaluation reports with precise metrics and improvement suggestions. I am eager to discuss your project further and am excited about the possibility of working together to achieve outstanding results. Regards, Shamuss Booysen