Muhammad Rizwan Munawar’s Post

This paper proposes a #gnn to learn a #mapping between #channel #and #precoding #matrices, which maximizes the #sum #rate affected by #non-#linear #distortion, using a #high-#order #polynomial #PA #model. In the #distortion-#limited #regime, this gnn-based #precoder #outperforms zf, zf plus dpd and the dab precoder from the state-of-the-art. At an input back-off of -3the proposed precoder compared to zf increases the sum rate by 8.60 and 8.84 bits/channel use for two and four users respectively. #Radiation #patterns show that these gains are achieved by transmitting the non-linear distortion in non-user directions. ----Thomas Feys, Liesbet Van der Perre, François Rottenberg More details can be found at this link: https://lnkd.in/dyn-MASH

Did you miss the PyTorch Conference this year? Check out this blog "Dinosaurs to Seismic Imaging with Intel" which summarizes two cool applications of PyTorch and includes the videos. #pytorch #iamintel #oneapi Robert Chesebrough Benjamin Consolvo

Check out our new paper in IEEE Transactions on Cognitive Communications and Networking!

#mathematics #deeplearning #deeplearningai #deeplearningalgorithms #machinelearning Deep Complex Convolution Recurrent Network (DCCRN) It uses complex valued spectrogram as training target. It is trained in real valued network. Predicting the magnitude and phase components or real and imaginary part respectively It consists of 3 blocks 1. Convolutional recurrent network (CRN) 2. Convolution encoder decoder (CED) 3. Long short term memory (LSTM) 4. Using all the above blocks this network structure simulates the complex valued operation called DCCRN.

✍️ Reactor Use Case: Drafting Professional Email Reply Less GPU's more Power. Reactor gives you an edge with smart, personalized responses. Reactor AI helps you stand out with flair, understanding not just facts but the impression you need to make. 🔗 Join the waitlist now: https://lnkd.in/gibbcqj5 #EfficiencyAI #TextGeneration #ReactorAI #NailTheInterview

🧠 Our quantum algorithms team is doing groundbreaking work and accelerating their build cycles using Quantum Simulators. Our CEO Rahul Tyagi shared his views on this critical enabler for the commercialisation of Quantum in the #UK as part of techUK's #UnleashInnovation campaign. See the article on techUK's website 👇   https://lnkd.in/d2ADWGS4 #quantum #quantumalgorithm #algorithms

For my weather geek friends!! Discover how NVIDIA's FourCastNet algorithm leverages #ML to replace traditional numerical simulations for studying extreme weather events, offering accurate and efficient results at a lower computational cost. #GTC24 Register now to hear more from Berkeley Lab's William Collins.

Now you can speed up your large language model (LLM) fine-tuning process using "Unsloth." Unsloth is a breakthrough library designed to work seamlessly with HuggingFace, enhancing the efficiency of LLM fine-tuning on NVIDIA GPUs. You can leverage Unsloth for fine-tuning different architectures, including "Llama" and "Mistral," using the TRL trainers (SFTTrainer, DPOTrainer, PPOTrainer). I tried to fine-tune a Mistral 7B LLM (4bit) on the IMDB dataset for text generation, all within Google Colab using Unsloth. Here's the link to my hugging face model - https://lnkd.in/gJ6Bxb9X Unsloth github - https://lnkd.in/gSxk5s96

Object Detection using YOLOv8. AIMER Society - Artificial Intelligence Medical and Engineering Researchers Society. #vehicledetection Why choose YOLOv8? This model excels at pinpointing and classifying objects within images in real-time. Unlike older methods, YOLOv8 is a single-stage system, analyzing the entire image at once for efficiency. It excels in both speed and accuracy, making it suitable for various applications like self-driving cars and security systems. Just modify this AIMER Society - Artificial Intelligence Medical and Engineering Researchers Society

What is an AI accelerator? A common question at events we attend. If you don't really understand the answer, this is the video for you. IF you do understand the answer, this is still the video for you and share with your networks. We're working to take the AI workload off the GPU. Tim, let's go! #awareness MemryX Inc. (hit that follow button for more content and opinions on AI) https://lnkd.in/geRKFeHD