Hey guys, in this episode I talk about how to make a Data Science project from scratch. In the episode I start talking about a set of steps that you need to follow to make your project, since the formulation of the hypothesis till the monitoring your model into production. After, I talk about how I applied these steps to make my fraud detection project. This episode is really practical and can help a lot of people to better formulate and develop their Data Science projects. Instagram: https://ww...
Feb 24, 2022•23 min
Hey guys, in this episode I explain all (or almost all) terms related to artificial intelligence. If you get lost in the middle of those terms that you heard and abbreviations this episode is for you, in it I explain from the basics, like what's an algorithm till the state of the art learning techniques and making connections between them. The goal of this episode is to be a dictionary to you better understand this big field of artificial intelligence. Instagram: https://www.instagram.com/podcas...
Feb 17, 2022•26 min
Hey guys, in this episode I explain what the Reinforcement Learning. In the episode I give some application of where Reinforcement Learning is being used and then I explain the basic concepts of an agent, an environment, a reward, the states and transitions. Then, I talk in a really high level about the ideia behind the main algorithms like Q-Learning, Deep-Learning, Actor Critic, PPO, DDPG... In the end I talk about the advanced Reinforcement Learning techniques that we have, like curriculum le...
Feb 10, 2022•31 min
Hey guys, in this episode of the podcast I explain what are neural networks and how they work. In the episode I talk about the relationship between our brain and the neural network architecture and also how they are trained, using the famous algorithm of back-propagation. After understanding how neural nets work, I discuss if these "artificial intelligence" algorithm are really intelligent. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-w...
Feb 03, 2022•19 min
Hey guys, in this episode a have as guest the ex Oxford researcher Shrinivasan Sankar. In the episode Shrini talk about his research on Deep Learning and Active Learning, his transition from academia to an agroTech startup and also about his youtube channel, AI Bites. We also talk about how to enter/start in this Data Science and Deep Learning field. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Shrini's Linkedin: https://www.lin...
Jan 27, 2022•32 min
Hey guys, in this episode I have as guest Asya Grechka, a PhD student and my professor at Sorbonne. In the episode we mainly talk about Asya's research in generative models and GANs, but about some other interesting subjects, like general artificial intelligence. Besides being a PhD in Deep Learning, Asya also does professional climbing and was 2x finalist of the American Ninja Warrior, in the episode she told us about the experience. Instagram: https://www.instagram.com/podcast.lifewithai/ Link...
Jan 20, 2022•25 min
Hey guys, in this episode I talk about the pre training process of the state of the art NLP and computer vision transformer architectures. Since 2017 we train NLP (BERT, GPT, ELECTRA) networks with a masked language model using a self-supervised procedure, and now (since 2022) we are also able to train vision (MAE) networks using the same masked language model procedure. This way of self-supervised pre training enable us to train accurate models that really understands semantic and context witho...
Jan 13, 2022•30 min
Hey guys, in this episode I talk about the how to attack a neural network and also how to defend your network against these attacks. In the episode I give the example of attacking autonomous vehicles, how people manage to create images that make this vehicle think that a person is a tree or a car, for instance, explaining also the methods that do it. I also talk about how to defend your network from these attacks using different techniques of adversarial defenses. Instagram: https://www.instagra...
Jan 06, 2022•19 min
Hey guys, in this episode I explain how an autonomous vehicle can learn to drive in a specific city and be able to generalize the driving knowledge to any other city. To explain it, I show the concept of of semi-supervised learning and domain adaptation. I explain the the ideia with the first proposed architecture and what we have today as state of the art for this problem. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: http...
Dec 30, 2021•21 min
Hey Guys, in this episode I have as guest my fiend Miguel to talk about the problem of speech to text. The problem is basically transcript an audio to text, in the episode we talk about many application, a little bit of the history of the problem and also about the state of the art proposed by Facebook that uses self-supervised learning. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Linkedin do Miguel: https://www.linkedin.com/in...
Dec 23, 2021•32 min
Hey guys, in this episode of the podcast I have as guest my friend Vinicius Bonemer to talk about the virtual world a.k.a metaverse. In the episode we go deep into the ideia/concept of a virtual world/metaverse and explain the different between Facebook's Metaverse and also NVIDIA's Omniverse. We discuss a lot of possibilities about this new universe, what we already have, opportunities, challenges, algorithms, interoperability, NFTs and much more... Instagram: https://www.instagram.com/podcast....
Dec 16, 2021•50 min
Hey guys, in this episode I receive as guest my friend Vinicius Akira to talk about our experience to find our internships here in France and we also give a lot of tips to help you get yours. We talk about the different parts of the selective process, like how to prepare and send your CV, how to pose yourself for the HR interview and how to prepare to the technical interviews. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Akira's...
Dec 09, 2021•37 min
Hello everyone, in this episode I interviewed Matthieu Cord, my professor at Sorbonne University. Matthieu is a researcher at Sorbonne in the field of Deep Learning and Computer Vision and also a researcher at Valeo's AI lab, a french autonomous driving company. In the episode we talk mainly about Matthieu's current research topics, autonomous driving and the hottest topics in both research and industry. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/...
Dec 02, 2021•29 min
Hey guys, in this episode I receive as a my friend Franco and we talk about energy efficiency, image enhancement and active learning. Franco told about his findings working on a project an energy efficiency project for the Uruguay government, image enhancement with reinforcement learning at Huawei and now his PhD on the active learning field. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Franco's Linkedin: https://www.linkedin.co...
Nov 25, 2021•25 min
Hey guys, in this episode I talk about how is being the experience of have the podcast. I talk about my routine as a podcaster, the equipment and tools that I use to record and edit and also how the podcast is helping me to improve my hard and soft skills. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai
Nov 18, 2021•18 min
Hey guys, in this episode I talk about the main points of the episode that I recorded in Portuguese with Fernando Santos, a post doc researcher and professor at USP. In this episode, I talk about tips to train neural networks and some techniques that are really improving the convergence of the training, like data augmentation and self-supervised learning. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Fernando's Linkedin: https://...
Nov 11, 2021•16 min
Hey guys, in this episode I talk about how to input tabular data into artificial intelligence algorithms. You can understand tabular data as the famous excels tables, where you have categorical and numerical variables. in this episode I explain how the algorithms see tabular data and have how to transform this into the right format. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelauar/projects/blob/m...
Nov 04, 2021•20 min
Hey guys, in this episódio I have as guest my friend Breno Skuk to talk about binary neural networks. Binary Neural Networks can decrease the inference time of the model by 40x and the memory size by until 64x! In this episode we talk about many pros and cons of the use of these networks and how its evolution and implementation can impact our lives. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelaua...
Oct 28, 2021•24 min
Hey guys, in this episode I explain the ideia behind 3 very important algorithms widely used in Natural Language Processing (NLP) and time series. I explain classic RNN, GRU and LSTM algorithms, explaining the ideia behind each one of them and also the goal of the famous and very important LSTM and GRU gates. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelauar/projects/tree/main/RNN_applications...
Oct 21, 2021•16 min
Hey guys, in this episode I talk about applications related to RNNs in the real world. I talk about applications of Natural Language Processing (NLP), like text classification, chatbots, text generation, speech recognition... and also applications related to time series, like weather forecasting, predictive maintenance and much more! Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelauar/projects/tree/...
Oct 14, 2021•24 min
Hey guys, in this episode I talk about applications of GANs, Generative Adversarial Networks, in the real world. I talk about many applications in photo and video editing, super resolution, video games, autonomous driving and much more! Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelauar/projects/tree/main/GAN_applications
Oct 07, 2021•17 min
In this episode I talk about different applications of artificial intelligence in the real world using CNN networks. I talk about 3 main problems, classification, detection and segmentation, explain what's being done in each of these problematic and also the state of the art to solve them. Website to find state of the art models: https://paperswithcode.com/sota/ Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.c...
Sep 30, 2021•19 min
In this episode I'm with my friend Gabriel Oliva to talk about the use o Artificial Intelligence in the financial market. We talk about many applications, such as satellite analysis, price prediction, assets allocation and many more. We also discuss the use of AI more as a tool than a final solution. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Gabriel's Linkedin: https://www.linkedin.com/in/gabriel-oliva-199359148/...
Sep 23, 2021•24 min
In this episode I'm with my friend Kevin Kühl to talk about the first steps to get into the financial market. We talk about different types of investments like fixed incomes and variable incomes, the stocks, the REITS and also the ETFs. If you want to now more about the financial market and is thinking to get into it, this episode is for you! https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Kevin's Linkedin: https://www.linkedin.com/in/kevinfk...
Sep 16, 2021•18 min
In this episode I have as a guest my friend Kevin Kühl, which worked with modeling complex systems in the ICMC lab from USP in partnership with a lab at the Imperial College London. In the episode we talk about how modeling complex systems can help us understand the behavior of the human brain, the isolation system against Covid19 and even the hands clapping in a birthday party. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Kevin...
Sep 09, 2021•26 min
In this episode I talk about the problems of dimensionality reduction and clustering. I explain the applications of each one of these problems and also the most famous methods for solving them, such as PCA, KPCA, ICA and NNMF for the dimensionality reduction and the Kmeans for the clustering problems. In the end I also explain the autoencoders, which are powerfull neural networks that can be used for both problems. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.li...
Sep 02, 2021•16 min
In this episode I have as a guest my friend Vinícius Bonemer, that worked with augmented reality and virtual reality in the Apple lab in Brazil. In this conversation we explain what is AR and VR, the differences between them, many applications and also talk about the future of the fields!
Aug 26, 2021•31 min
In this episode I explain a new class of problems that are able to be solved from the neural network CycleGAN. With this new network, we are able to transform an image into another, such as transform a horse into a zebra, a cat into a dog of even a normal picture into a famous painting made by Van Gogh or Monet! Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai Code: https://github.com/filipelauar/projects
Aug 19, 2021•14 min
In this episode I explain the solution I had to win a kaggle competition in my university (Telecom Paris). I explain the different solutions I had and what I did to improve the results. In the end I also talk about a possible solution that could win against my own using ensembles. Instagram: https://www.instagram.com/podcast.lifewithai/ Linkedin: https://www.linkedin.com/company/life-with-ai GitHub with the solution: https://github.com/filipelauar/Kaggle/blob/main/cancer_detection_challange_note...
Aug 12, 2021•17 min
In this episode I give various examples about racist algorithms in different domains like face recognition, healthcare insurance, crime probability, hate speech and much more! I talk not only about racial problems, but also about gender and religion problems caused by artificial intelligence algorithms.
Aug 05, 2021•21 min
