Data augmentationtrabajos

Somo una empresa de staff augmentation y desarrollo de software para clientes americanos y de habla inglesa. Estamos situados en Colombia. Estamos buscando un diseñador UI/UX con mucha experiencia para corregir un diseño de UI/UX desarrollado en figma. La pagina a corregir es

Me gustaría comentarte de un proyecto de Staff Augmentation en Ruby para dedicación a tiempo completo (160 horas mensuales), se necesita tener experiencia en Ruby y un Inglés Conversacional, podemos conversar? Saludos Norberto Castro

¡Hola!<br /><br />En appbenders estamos buscando un desarrollador Java/Grails para sumar a nuestro equipo!<br /><br />Somos una empresa de Argentina, proveemos servicios de desarrollo a medida de soluciones web y mobile, y Staff Augmentation para clientes de diferentes países.<br /><br />Hoy estamos en la necesidad de sumar una persona con dedicación full-time, o en su defecto part-time, a nuestro equipo de trabajo. El proyecto se espera que dure entre 3 y 6 meses, con posibilidad de continuidad a largo plazo.<br /><br />Requisitos excluyentes:<br />- Estudiante o graduado de carreras de Sistemas con al menos 5 años de experiencia en desarrollo OO.<br />- Al menos 3 años de experiencia comp...

¡Hola!<br /><br />En appbenders estamos buscando un desarrollador Java/Grails para sumar a nuestro equipo!<br /><br />Somos una empresa de Argentina, proveemos servicios de desarrollo a medida de soluciones web y mobile, y Staff Augmentation para clientes de diferentes países.<br /><br />Hoy estamos en la necesidad de sumar una persona con dedicación full-time, o en su defecto part-time, a nuestro equipo de trabajo. El proyecto se espera que dure entre 3 y 6 meses, con posibilidad de continuidad a largo plazo.<br /><br />Requisitos excluyentes:<br />- Estudiante o graduado de carreras de Sistemas con al menos 5 años de experiencia en desarrollo OO.<br />- Al menos 3 años de experiencia comp...

¡Hola! En appbenders estamos buscando un desarrollador Java/Grails para sumar a nuestro equipo! Somos una empresa de Argentina, proveemos servicios de desarrollo a medida de soluciones web y mobile, y Staff Augmentation para clientes de diferentes países. Hoy estamos en la necesidad de sumar una persona con dedicación full-time, o en su defecto part-time, a nuestro equipo de trabajo. El proyecto se espera que dure entre 3 y 6 meses, con posibilidad de continuidad a largo plazo. Requisitos excluyentes: - Estudiante o graduado de carreras de Sistemas con al menos 5 años de experiencia en desarrollo OO. - Al menos 3 años de experiencia comprobable en Java y Grails. - Ganas de aprender y crecer! Requisitos deseables: - Residir en la C...

...cleanly separates iPads from iPhones. You will work in Google’s Teachable Machine so the end result can be demonstrated live to non-technical stakeholders and, if needed, exported for further use in TensorFlow or a Python pipeline later on. Data I will supply a mixed set of photos—my own device shots plus carefully curated stock images—so the training set covers varied angles, lighting, and backgrounds. Target performance The prototype should reach better than 90 % accuracy on fresh, unseen images. Please incorporate any practical tricks (augmentation, class-balance tweaks, transfer learning, etc.) that help hit this benchmark without overcomplicating the workflow. Workflow & knowledge transfer Alongside the model, I need a concise walkthroug...

...EfficientNet, MobileNet, or a vision transformer—as long as the final model meets the accuracy targets we set together. Feel free to work in PyTorch or TensorFlow/Keras; I’m comfortable deploying either. What I’ll provide • A structured folder of training, validation, and test images • Category labels and a brief data dictionary • Access to a GPU instance if you need it What I need back 1. Clean, well-commented code (Jupyter notebook or Python scripts) that handles preprocessing, augmentation, training, and evaluation. 2. Trained weights plus an inference script that loads one or more images and returns the predicted class with confidence scores. 3. A concise report (Markdown or PDF) covering model architecture, key hyper-paramete...

...an end-to-end deep learning system that performs pixel-level flood segmentation on satellite imagery in real time. The model accurately identifies flooded areas from Sentinel-2 or similar multispectral satellite data and generates instant flood maps — ideal for disaster response, emergency management, agriculture monitoring, and urban planning. Key Highlights & Technical Achievements: Built a UNet-ResNet34 architecture that delivers high-precision binary and multi-class segmentation on satellite images. Designed a complete AI pipeline including data preprocessing, image augmentation, model training, real-time inference, and visualization of flood masks. Deployed the model as a production-ready REST API using FastAPI, enabling instant predictions via a sin...

...Saturn-inspired lamp shade that slips neatly onto the IKEA STRÅLA table lamp with its E14 socket. The shade will be printed in PLA, so wall thickness and overhangs must be optimized for single-material FDM printing without excessive support. Im aiming to improve the existing products , functionality, ergonomics and handleability by incorporating at least another 3D printing theme (specified below). The augmentation should be able to separate from the existing design. without damaging it. - Work in SolidWorks, or similar CAD, that’s perfect; just be sure the final file exports cleanly to STL (and ideally 3MF) and all assembly files Deliverables • Editable CAD file (native format) • Watertight STL/3MF ready for PLA printing • Brief print-orientat...

...latency under 200 ms. The core work revolves around training, tuning, and deploying YOLO-style detectors in PyTorch (TensorFlow knowledge is welcome if it helps optimisation). You will refine the models for two challenging scenarios that matter most to our roadside installations: low-light environments and high-speed vehicle movement. Image enhancement, motion-blur compensation, and clever data-augmentation strategies are all fair game as long as they translate into measurable accuracy gains after conversion to TensorRT or ONNX. Alongside model work, you will craft a robust video pipeline with OpenCV and Python that can pull RTSP feeds, batch or single-frame them sensibly, and expose clean JSON or MQTT outputs for the rest of our stack. Field issues do crop up, so part o...

...curated dataset and need an AI engineer who can turn it into a production-ready model that detects and classifies people, vehicles, and animals. The plan is to build a custom detector using YOLO and optimise it for low-latency inference with TensorFlow RT/TensorRT so it can run reliably on edge hardware as well as GPUs in the cloud. Here is what I’m expecting: • End-to-end training pipeline: data augmentation, transfer learning on the latest YOLO variant, and fine-tuning until we hit solid precision/recall numbers. • Exported weights plus a clean inference script (Python) that loads in under a second and returns bounding boxes, class labels, and confidences. • Clear documentation of your environment and commands so I can reproduce the results or...

...suitable stack (Python, Scala, or another language you can justify) and libraries such as PyTorch, TensorFlow, scikit-learn, or Spark ML; just be prepared to explain why your choices fit a high-volume payments environment. Please base the model on real-world transactional datasets (synthetic augmentation is fine) and include a clear path for retraining as new data arrives. All code should be production-ready, containerised, and exposed through a REST or gRPC endpoint that my back-end can call. Deliverables • Data preprocessing scripts and reproducible training pipeline • Pattern-recognition model with inference service (Docker/K8s ready) • Unit and load tests proving stability at 1k TPS+ • Minimal latency benchmarks and optimisation not...

...current training loop intact. • Enhanced preprocessing – introduce smarter augmentation or normalization steps so the model sees cleaner, more diverse input. • Advanced post-processing – refine NMS or related filtering so final predictions score higher under my mAP criteria. I will share the code, the change log, and the benchmark sheet that shows today’s baseline. Your deliverable is the updated codebase plus a short report that compares before-and-after results using the same test set. Clean, modular commits and comments are important—this project will be handed over to other engineers later. If you’ve deployed similar accuracy lifts on image detectors before, especially by combining algorithm tweaks with data and post-proces...

...train/validation/test Augmentation must be applied only to the training split Validation and test must remain original, real, and unaugmented I do not want any synthetic or LLM-generated samples in validation or test The final evaluation setting must stay realistic and fair Augmentation requirement: To address class imbalance, you may use an LLM to generate augmented variants in a controlled way, but only under these conditions: augmentation must be applied after the split only the train split may be augmented augmented samples must not leak into validation or test validation and test should remain fully original and unchanged the process should improve training balance without making evaluation unrealistic What I need help with I want help designing and preparing...

...computer vision. Your role will involve understanding the original experiment, replicate and provide running code on the experiment, and implement modifications to improve results and fill the research limitation. If you have a passion for research and a proven track record in experimental methods, we would love to hear from you! Scope • Replication: mirror the author’s data preprocessing, hyper-parameters, and augmentation schedule until our accuracy matches their reported numbers (±1 %). • Explainability upgrade: introduce negative concepts explanation. • Packaging: clean, modular Python code plus a short README or notebook that walks through reproduction, visualisation, and how to plug in a new dataset. Acceptance criteria 1. Baseli...

I’m building a feature that takes a photo of a bedroom and instantly tells the user whether it contains a bed, wardrobe or nightstand. To keep the mobile app lean, I need a very lightweight computer-v...important, but compactness is equally critical, so let me know what trade-offs you recommend and past results you’ve achieved on similar lightweight object-detection tasks. When you reply, please outline: 1. Your preferred architecture and why it suits this job. 2. Expected final model size and typical inference speed on a mid-range phone or Raspberry Pi-class device. 3. Any data requirements or augmentation you’ll need from me. Once we agree on the approach, I’ll share a small curated dataset of bedroom images to get us started, and we can iter...

...categories, labeling quality, and class balance. The final dataset should contain a sufficient number of images per class to support reliable model training and evaluation. After obtaining the dataset, the next phase will focus on data understanding and preparation using a Jupyter Notebook. This will include exploratory data analysis (EDA) to study the distribution of disease classes, visualize sample leaf images, and detect any inconsistencies in the data. Preprocessing steps such as image resizing, normalization, and cleaning will be applied. Additionally, data augmentation techniques (e.g., rotations, flips, and brightness adjustments) will be used to increase variability and improve the model’s ability to generalize. The core of the system ...

I have a run of Lithuanian newspapers printed in Fraktur between 1820 – 1920 and I am already getting fair results by applying Transkribus’ Danish 19th-century Gothic ...must reliably output š, č and ž. If you have a proven workflow for creating layout‐ground-truth, running HTR+ experiments, and iterating on confusion pairs, that is exactly what I’m after. Deliverables • A trained Transkribus model (HTR+) covering headlines and body text • A short report summarising training data volume, epochs, and achieved CER/WER on a held-out test set • The project folder (xml/txt) so I can continue refinement later If you believe additional data augmentation or language modelling would further raise accuracy, feel free to propose it&md...

I need help to reduce overfitting in my hybrid vision transformers/CNN model for prostate cancer classification. Current setup: - Training on medium resolution image data - Data augmentation applied, but only one technique Ideal skills and experience: - Strong background in deep learning, especially with vision transformers and CNNs - Expertise in image data processing and augmentation techniques - Experience with model optimization and overfitting reduction

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...pass through Normalization and Feature Scaling, and I’d like to see creative yet reasonable Data Augmentation (rotations, shifts, noise, etc.) applied consistently to both datasets so we can observe how each model copes with expanded variability. For each classifier, I need precision, recall, and F1-score reported per class and averaged (macro and weighted). Beyond raw numbers, I’m interested in a concise narrative or visual that explains how model complexity—not just depth or number of neighbors but also kernel choice, regularisation, and hidden-layer width—interacts with the distinct characteristics of the two datasets. Deliverables • Well-commented Python notebook(s) or script(s) showing data loading, preprocessing pipeline, model...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...detection and recognition. Project Requirements: 1. Detect Iraqi license plates from vehicle images using a deep learning model (preferably YOLOv8). 2. Crop the detected license plate from the image. 3. Apply OCR to recognize the license plate number and characters. 4. The system should support Arabic letters, English letters, and Arabic-Indic numbers used in Iraqi license plates. 5. Use data augmentation techniques (rotation, blur, illumination changes) to improve model performance. 6. Provide training and testing scripts. 7. Provide the full Python source code. Tools preferred: - Python - YOLOv8 - OpenCV - PyTorch or TensorFlow - EasyOCR or Tesseract Output required: - Full working Python code - Trained model - Instructions to run the project I already have a ...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...of what makes it novel in light of recent literature. Cite the gap or twist that turns it from a replication study into new work. • A brief outline of the methodology: suggested datasets, baseline models (e.g., CNNs, Transformers, LSTMs, or classic scikit-learn algorithms), and any advanced techniques—transfer learning, data augmentation, hybrid architectures, etc.—that would let me demonstrate the novelty experimentally. Nothing is set in stone regarding domain, data type, or application area, so feel free to be creative—just keep the technical scope reasonable for one researcher with typical resources (Python, PyTorch/TensorFlow). Acceptance criteria 1. Each topic must reference at least one recent paper or benchmark it seeks to impr...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...to complex enterprise software projects. This is NOT a passive account management role. We need a Hunter. What You'll Sell Quick Wins (2–4 week sales cycle): - Web Design & UI/UX (WordPress, Shopify) - Digital Marketing Retainers (SEO, PPC, Social Media) Strategic Projects (2–6 month sales cycle): - Custom Software & Mobile App Development - Cloud Migration & IT Managed Services - Staff Augmentation for Startups Your Responsibilities - Prospect SMBs and funded startups in US/Canada via LinkedIn, Apollo, and cold outreach - Lead full sales cycles — from first contact to signed contract - Pitch web/marketing services for quick wins AND large dev contracts for long-term revenue - Act as the bridge between North American clients and our ...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...recognise plant diseases, and then serves the prediction through a Streamlit interface. Because I do not yet have the images, the first task is to identify and download a suitable, well-labelled dataset from Kaggle. Feel free to compare a few candidates, but the final choice should give good class balance and enough samples per disease category. Once the data is in place, walk through exploratory data analysis, preprocessing, and augmentation inside a Jupyter notebook. From there, build and tune a convolutional neural network (TensorFlow / Keras or PyTorch are both fine) and report the usual metrics plus a confusion matrix so I can judge class-wise performance. When the model is satisfactory, save it and wrap inference in a clean Streamlit app where a user uploads ...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...our emerging work in IoT, circular tech, robotic medical devices, structured cabling, IT staff augmentation, consulting and more. The tone must stay technical and detailed; every page should speak fluently to CIOs, procurement leads and data-centre managers who already understand the jargon but still want clear value statements. Scope of work • Research-driven, original content that we can publish without further rewriting. • SEO-friendly integration of the exact phrases “Reselling IT equipment”, “Annual maintenance contracts”, “Robotic medical devices”, “IoT”, and “circular tech” in a natural way. • The most in-depth treatment is required for the IT hardware solutions & services, ...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

... • Implement preprocessing (frame extraction, augmentation, ROI isolation) and post-processing (tracking, alert generation) in Python using libraries such as PyTorch/TensorFlow and OpenCV. • Optimise for inference on an on-premise GPU; latency under 200 ms per frame is the target. • Provide clear metrics: precision, recall, F1, and confusion matrices on a held-out validation set. • Package the final solution with a lightweight REST or gRPC endpoint so the in-house engineering team can call it from our SCADA system. Deliverables 1. Source code repository with clean, documented modules. 2. Trained model weights and a reproducible training script. 3. Step-by-step deployment guide (Docker-friendly). 4. Short report summarising data preparati...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...

...fuse sensor data (camera, LiDAR or radar—your call), and deliver code that can run in real-time on an automotive-grade computer. I already have access to a simulation environment and a small-scale test vehicle; your models should slot straight into this pipeline so we can iterate quickly before any road trials. Discrete deliverables • End-to-end model architecture and training scripts • Trained weights with documented performance metrics for the three features above • Integration wrapper that lets me drop the system into ROS or a similar middleware • A brief test report that shows behaviour in simulation and outlines next-step improvements I value clean, well-commented code (Python/C++ preferred) and clear explanations of any hyper-paramete...

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I’d like a small, fast-loading website that clearly showcases my IT services alongside our recruitment and staff-augmentation practice. The build can be in clean HTML/CSS, WordPress, or any other lightweight stack you’re comfortable with, as long as it is responsive and easy for me to edit later. Homepage structure • About Us – include a short company history plus our mission & vision • Services – outline IT support, recruitment and staff-augmentation offerings • Why Choose Us – a concise value-proposition panel • Technology Section – logos or text highlighting the tech we work with • Contact Information – phone, e-mail and a simple enquiry form Total page count will likely stay at three to five,...

I’d like a small, fast-loading website that clearly showcases my IT services alongside our recruitment and staff-augmentation practice. The build can be in clean HTML/CSS, WordPress, or any other lightweight stack you’re comfortable with, as long as it is responsive and easy for me to edit later. Homepage structure • About Us – include a short company history plus our mission & vision • Services – outline IT support, recruitment and staff-augmentation offerings • Why Choose Us – a concise value-proposition panel • Technology Section – logos or text highlighting the tech we work with • Contact Information – phone, e-mail and a simple enquiry form Total page count will likely stay at three to five,...

...GPU OR Cloud (AWS/GCP/Azure) STEP 3: PET Scan Dataset Preparation Collect Dataset Public PET database (e.g., TCIA) Research partnership dataset Must include: PET images Diagnosis labels (Optional) treatment outcome labels Organize Data Structure: data/ train/ val/ test/ Handle DICOM Files Use pydicom to read images Convert to 3D tensors Normalize voxel intensity STEP 4: Data Preprocessing with MONAI Use MONAI transforms: LoadImage EnsureChannelFirst Spacing (resample voxel spacing) Orientation ScaleIntensity Resize RandFlip / RandRotate (augmentation) This ensures: Consistent input size Clean intensity scaling 3D volumetric handling STEP 5: Model Selection For Diagnosis (Classification) Use: 3D ResNet 3D DenseNet EfficientNet (adapted) Input:...

Only interested in serious bids - after checking the requirements. AI generated bids will be discarded. I am looking for a mid level (2-3 years experienced) proactive business development manager who has worked in the technology sector (IT - AI - Data science). The freelancer should have excellent experience in finding the leads for all or any of the following: - Contract developer requirements - Application development - Staff augmentation The freelancer should have good experience in complete cycle - starting from finding the leads to closing the leads. Must have technical recruitment experience to source candidates through job portals, linkedin etc. Timings: 2 hours a day to start with. Budget: Rs.10,000 per month + commission (for closed leads) Excellent communica...

... fast classification of photos only; we are not dealing with video or live camera feeds right now, though I may extend in that direction later. You are free to choose the underlying framework—TensorFlow, PyTorch, scikit-learn—so long as OpenCV is used for image handling and preprocessing. Here is what I expect: • A well-documented training script that reads my labeled dataset, performs augmentation where helpful, and outputs a reproducible model. • An inference module (CLI or small API) that accepts a folder of JPEG/PNG files and returns class labels with confidence scores. • Clear instructions for environment setup plus any dependency list (Python version, library versions). • Metrics demonstrating accuracy on a held-out test set so I c...

...The brief is straightforward: capture casual-style fashion looks and deliver polished images ready for an online catalogue. Here is exactly what I’m after: • Around 15–20 high-resolution images (4K preferred) featuring a genuine model photographed in relaxed, everyday outfits. • AI touch-ups or full AI backdrops that enhance the scene without compromising realism—think subtle background augmentation, lighting consistency, and colour harmony. • A cohesive visual mood suitable for e-commerce product pages: clean framing, neutral or softly styled environments, and a clear focus on the garments. I’ll provide reference shots, brand guidelines, and outfit details. You can shoot the model yourself or work from supplied raws; either way, pos...