Prof. Gustavo Baptista

@elonmusk 56 years ago. Not 66.

Only 66 years from first flight to landing on the Moon in 1969. Here we are, 76 years later cannot yet return to the Moon. We should have been on Mars by now.

31. Accuracy Assessment: youtube.com/watch?v=erwxur… 32: Improving the Classification: youtube.com/watch?v=sIbBGY… 33. Exporting Classification Results: youtube.com/watch?v=zmZTjq…

🌿 Mangroves are the unsung heroes of our coasts! This infographic beautifully illustrates how these coastal wonders provide us with essential ecosystem services. Let's protect and preserve these vital ecosystems! 🌏💚 Via SOA & Global Mangrove Alliance

⚒️⚒️ Near #RealTime Monitoring of Large Gradient Nonlinear #Subsidence in #Mining Areas: A Hybrid SBAS- #InSAR Method Integrating Robust Sequential Adjustment and #DeepLearning ✍️ Yuanjian Wang et al. 🔗 brnw.ch/21wRLy8

18 FREE RASTER DATA SOURCES 🧵

Forests are essential to biodiversity, climate stability & human well-being, making their #sustainable management a global priority. #GIS provides powerful tools that enable forest managers, researchers & policymakers to understand & address the unique challenges of #forestry.

New to remote sensing? 🛰️ NASA's Applied Remote Sensing Training Program (ARSET) offers a free online training course titled "Fundamentals of Remote Sensing." Learn more at earthdata.nasa.gov/news/learn-fun… @NASAARSET #RemoteSensing #EarthData

Environmental drivers of spatial variation in tropical forest canopy height: Insights from NASA’s GEDI spaceborne LiDAR ✨🌳🛰️ pnas.org/doi/10.1073/pn…

🌳🌲🌳 Upscaling #Forest #Canopy Height Estimation Using Waveform-Calibrated GEDI Spaceborne #LiDAR and #Sentinel2 Data ✍️ Junjie Wang et al. 🔗 brnw.ch/21wR96x

Python Programming for Beginners: A Clear, Hands-On Guide to Real-World Applications—Fast amzn.to/3F5tYzU #python #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience #webdev #webdeveloper #webdevelopment #pythonprogramming #pythonquiz #ai #ml #machinelearning #datascience

#UrbanPlanning is a complex process that requires balancing growth, #sustainability, & quality of life. This #infographic highlights 13 pressing urban planning problems and the #GIS techniques used to solve them, demonstrating the indispensable role of #geospatial technology.

3 Types of Machine Learning

Monitoring Urban Heat Island (UHI) Urban thermal field variance index (UTFVI) using Landsat in Google Earth Engine Tutorial link: youtube.com/live/lc-NqHXDv… 📜 Full Syllabus & Details: studyhacksgeospatial.com/google-earth-e… #googleearthengine #gee #earthengine #gis #geospatial #arcgis #arcmap

𝗧𝗼𝗽 𝟴 𝗣𝘆𝘁𝗵𝗼𝗻 𝗟𝗶𝗯𝗿𝗮𝗿𝗶𝗲𝘀 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 📊 Are you stepping into the world of Data Science or looking to level up your skills? Mastering the right libraries can make all the difference! Here are the top 8 Python libraries that every data professional should know: 1️⃣ 𝐍𝐮𝐦𝐏𝐲 Key Features: • Mathematical functions, including linear algebra and Fourier transforms • Tools for working with polynomials, random numbers, and statistical distributions • Advanced indexing and selection capabilities • Broadcasting for arithmetic and logical operations on arrays • Interfacing with C and Fortran code 2️⃣ 𝐏𝐚𝐧𝐝𝐚𝐬 Key Features: • Data manipulation and analysis • Handling labeled and time series data • Tools for working with structured data • Advanced indexing capabilities • Seamless integration with other libraries 3️⃣ 𝐌𝐚𝐭𝐩𝐥𝐨𝐭𝐥𝐢𝐛 Key Features: • Static, animated, and interactive visualization • Plot types like scatter, line, bar charts, histograms • Customization options for visualizations • Object-oriented interface for creating plots 4️⃣ 𝐒𝐜𝐢𝐤𝐢𝐭-𝐋𝐞𝐚𝐫𝐧 Key Features: • Classification, regression, and clustering algorithms • Dimensionality reduction and feature selection • Model selection and cross-validation • User-friendly API 5️⃣ 𝐓𝐞𝐧𝐬𝐨𝐫𝐅𝐥𝐨𝐰 Key Features: • High-level API for deep neural networks • GPU support for distributed computing • TensorBoard for visualization • Pre-built architectures for image and speech recognition • Reinforcement learning and generative models 6️⃣ 𝐊𝐞𝐫𝐚𝐬 Key Features: • User-friendly API for neural networks • Support for convolutional and recurrent networks • Rapid prototyping and customizable loss functions • Transfer learning and pre-trained models 7️⃣ 𝐒𝐜𝐢𝐏𝐲 Key Features: • Scientific computing tools (optimization, linear algebra, image processing) • Special functions and signal processing • Statistical testing and hypothesis tools • Integration with NumPy and Pandas 8️⃣ 𝐏𝐲𝐓𝐨𝐫𝐜𝐡 Key Features: • Dynamic computation graphs • Built-in support for CUDA and GPUs • Pre-built architectures for vision and NLP • Research and production use • Open-source machine learning library 💡 Learning and mastering these libraries can boost your Data Science career and help you work more efficiently with data, models, and visualizations. 👉 Which library is your favorite, and why? Drop your thoughts in the comments! 👇 #𝐍𝐮𝐦𝐏𝐲 #𝐏𝐚𝐧𝐝𝐚𝐬 #𝐌𝐚𝐭𝐩𝐥𝐨𝐭𝐥𝐢𝐛 #𝐒𝐜𝐢𝐤𝐢𝐭𝐋𝐞𝐚𝐫𝐧 #𝐓𝐞𝐧𝐬𝐨𝐫𝐅𝐥𝐨𝐰 #𝐊𝐞𝐫𝐚𝐬 #𝐒𝐜𝐢𝐏𝐲 #𝐏𝐲𝐓𝐨𝐫𝐜𝐡 #python #datascience #machinelearning #deeplearning #ai #artificialintelligence #programming #developer #softwaredeveloper #computerscience #calculus #linearalgebra #algebra #maths #mathematics

10 FREE Books from Cambridge University - Machine Learning - Deep Learning - Mathematics All beginner friendly books:

Extremamente importante essa contribuição para o estudo de series temporais.

🚨Unprecedented Look at Carbon across Amazon We got exclusive access to new Amazon-wide carbon data from @planet So many key results! Amazon=71.5 billion metric tons C 1) Brazil, 2) Peru, 3) Colombia,4) Venezuela maaproject.org/2024/carbon-am… @ACA_DC,@theamazonwewant,@amazonwatch

#EMSR746 As the #wildfire north of #Athens 🇬🇷 continues to rage, the 🇪🇺 is working together to respond Our #MappingTeam has delivered its Delineation Product, which, as of 12 August, has detected: 🔸+8,500 hectares of burnt area 🔸23 km of fire fronts 🔸168 active flames

#Soil is the foundation of life. 🌍 It regulates climate🌦️, enables plant growth🌱, filters water💧, harbors immense biodiversity🐛. and more... Soil's ability to cycle nutrients and store water is crucial for healthy #ecosystems. Learn more👇 via @the_Soil_Life

Novo Episódio dO Fascinante Mundo do Sensoriamento Remoto. Episódio 237 - E quando datasets complexos mostram realidades complexas... Meninos eu vi! Vale a pena conferir! Um grande abraço. Segue o link: podcasters.spotify.com/pod/show/geose… #remotesensing #sensoriamentoremoto #podcast