Machine learning has been revolutionizing various industries, including the physical sciences. From predicting weather patterns to analyzing complex data sets, machine learning algorithms have proven to be powerful tools for researchers in the physical sciences.
In this post, we will explore the fundamentals of machine learning and how it can be applied to prototyping in the physical sciences using the Python library, Jupyter. Jupyter is a popular tool for interactive data analysis, visualization, and prototyping, making it an ideal platform for experimenting with machine learning algorithms.
First, let’s delve into the fundamentals of machine learning. Machine learning is a subfield of artificial intelligence that focuses on the development of algorithms that can learn from and make predictions or decisions based on data. There are three main types of machine learning algorithms: supervised learning, unsupervised learning, and reinforcement learning.
Supervised learning involves training a model on a labeled dataset, where the algorithm learns to map input data to output labels. This type of learning is commonly used for classification and regression tasks. Unsupervised learning, on the other hand, involves training a model on unlabeled data to identify patterns or clusters within the data. Finally, reinforcement learning involves training a model to make decisions based on feedback from the environment.
Now, let’s see how we can apply these concepts to prototyping in the physical sciences using Jupyter. Jupyter allows us to create interactive notebooks that combine code, visualizations, and text in a single document. This makes it easy to experiment with different machine learning algorithms and visualize the results.
To get started with machine learning in Jupyter, we first need to install the necessary libraries, such as scikit-learn and pandas. These libraries provide tools for data manipulation, model building, and evaluation. Once we have the libraries installed, we can start experimenting with different machine learning algorithms, such as linear regression, support vector machines, and neural networks.
By prototyping with Jupyter, researchers in the physical sciences can quickly iterate on different machine learning models, visualize the results, and gain insights from their data. Whether you’re analyzing experimental data, predicting chemical properties, or simulating physical systems, machine learning can help accelerate your research and unlock new possibilities.
In conclusion, machine learning is a powerful tool for researchers in the physical sciences, and prototyping with Jupyter can help streamline the process of experimenting with different algorithms. By understanding the fundamentals of machine learning and leveraging tools like Jupyter, researchers can unlock new insights and push the boundaries of what is possible in the physical sciences.
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Price: $119.99 – $99.99 (as of Jan 26,2025 10:49:15 UTC – Details)
【QUIET & SMOOTH ELECTRIC MOTOR】The sitting bike motorized pedal exerciser has a high-quality electric motor to ensure your pedaling motion is fluid and stable. <20dB sound allows you to exercise easily while making calls, watching TV, or working. 【LOW IMPACT & MORE SAFE】Low-Intensity seated pedal exerciser is especially suitable for the elderly and people in rehabilitation who have hurt knee, ankle, or hip and helps them adapt and recover safely. Also, it can help improve cardiovascular health and strengthen muscles for people who are working for a long time at the desk. 【EASY TO USE: LCD Display & Remote Control】The large HD display tracks speed, time, distance, and calories, helping you monitor progress and stay motivated. The remote allows easy function switching without bending and is designed for seniors and people with lower back injuries. 【12 SPEEDS ADJUSTMENT】Depending on your needs and abilities, UKEEP desk workout equipment has 12 speeds for you to choose from.The pedals can be moved forward or backward to activate the leg muscles and provide an effective aerobic workout for fitness enthusiasts of all ages and abilities. 【EASY TO ASSEMBLE & PORTABLE】The electric mini exercise bike is incredibly easy to set up and portable—simply unpack and use. Lightweight and compact, it can be effortlessly transported to any location. 【ADVANTAGES: Electric VS Mechanical】Electric drive is more stable and smooth, and will not shake or stall like ordinary mechanical peddler; and effectively protects our joints and will not be injured due to hard pedaling, which is more suitable for the elderly and people recovering from treatment.
Customers say
Customers find the exercise machine easy to use and assemble. It has sturdy construction and good stability. The knee support helps strengthen legs. However, some customers feel the machine lacks resistance, making it difficult to keep it still.
AI-generated from the text of customer reviews
Are you looking for a convenient way to stay active while sitting at your desk or watching TV? Look no further than the Mini Under Desk Exercise Bike Pedal Exerciser! This motorized setting bike pedal exerciser is perfect for seniors, those undergoing physical therapy, or anyone looking to keep their legs and arms moving throughout the day.
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Price: $17.97 (as of Jan 26,2025 05:48:17 UTC – Details)
Keep it fresh and fierce with the Minty Legends Pack. Everything you need to chill out the competition including Fresh Aura Outfit, Minty Multipack Back Bling, Minty Mountaineer Pickaxe, Minty Bomber Outfit, Spearmint Satchel Back Bling, Freshbreaker Pickaxe, Skellemint Oro Outfit, Minty Mantle Back Bling, Triple Mint Scepter Pickaxe, Fire Mint Wrap and 1,000 V-Bucks! V-Bucks are in-game currency that can be spent in Fortnite Battle Royale, Creative, and Save the World modes. In Battle Royale and Creative you can purchase new customization items like New Outfits, Gliders, Pickaxes, Emotes, and Wraps! In Save the World, you can purchase X-Ray Llamas that contain weapon and trap schematics, plus new Heroes, and more! Improve your chill with this pack of cosmetic fun 3 NEW cool complete Minty Outfits for your character 3 NEW Back Blings 3 NEW Pickaxes 1 spicy hot Wrap.1000 V Bucks to help you complete the perfect outfit
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Price: $99.99 (as of Jan 25,2025 07:53:38 UTC – Details)
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Price: $3.75 (as of Jan 24,2025 19:20:38 UTC – Details)
Enjoy this full color crokinole rule book which includes score cards for home and tournament play. The score cards are identical to the Tavistock World Championship Crokinole score cards, minus the WCC logo. The score cards have 10 games of 4 rounds each with large spaces to keep track of your score. The Crokinole Rules manual is printed in both English and French. Beautifully and Neatly Designed: The Crokinole Rules booklet is a folded and stapled, full color booklet Score Cards: Included in the booklet are basic and tournament scoring cards. The tournament scorecards have 10 games of 4 rounds on each card and are modelled after the World Crokinole Championship score cards Easy to Keep Score: Large spaces to write in points, 20s, totals, and total/final score Dual Language: French and English Crokinole rules for home and tournament play Dimensions: 5.5×8.5 inches
Crokinole Game Rules/Manual (Physical Copy)
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Price: $49.99 – $149.99 (as of Jan 24,2025 01:04:21 UTC – Details)
INTEGRATION: Connect using Bluetooth 4.0, ANT+ or analog to your apple or android device, or even your favorite cardio machines (Life Fitness, TechnoGym, Zwift, Polar, Strava, Wattbike) MYZONE APP: With the Myzone App, you can see workout stats live, log every workout and collect MEPs (Myzone Effort Points) to compete with your friends and make every workout count HANDS-FREE: With built in memory capable of storing up to 16 hours of exercise, you have the ability to workout phone-free. ACCURACY: Offering 99.4 % accuracy, the MZ-3 provides the ability to track your heath and biometric data to a high standard. VERSATILE: The MZ-3 is water resistant, allowing you to exercise whatever the weather, and record your workout Warranty on any Myzone product can only be approved by Myzone.org
Customers say
Customers find the biometric monitor easy to use and set up. They find it motivating and helpful for finding workout HR zones. The product provides accurate results and is good value for money. However, some customers dislike connectivity issues and have mixed opinions on functionality, heart rate, and battery life.
AI-generated from the text of customer reviews
Are you looking to take your fitness and activity tracking to the next level? Look no further than the MYZONE MZ-3 Physical Activity Chest Strap Heart Rate Monitor! This innovative device is designed to accurately track your heart rate during workouts, giving you real-time feedback on your effort levels.
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Price: $19.99 – $18.99 (as of Jan 23,2025 02:22:56 UTC – Details)
Jar Melo is a brand that provides high-quality art supplies for children, inspiring creativity and helping them fall in love with art. [Toddler Dot Markers]: Our dot markers are specially designed for toddlers aged 2-4 who are just beginning to learn coloring. This marker set is the perfect introductory coloring tool, helping toddlers grasp basic coloring techniques by drawing dots. It’s an excellent way to enhance kid’s hand-eye coordination and color recognition. [Bonus Activity Book]:Each marker set comes with 10 physical activity sheets and 108 PDF activity book available for download. The activities range from basic letters and numbers to diverse themes like weather, animals, plants, people, transportation, and food. Kids can not only enjoy doodling but also learn various concepts effortlessly. [Safe&Washable]: Our dot markers prioritize safety, being alcohol-free, non-toxic, and odorless. No need to worry about ink stains—these water-based markers are 90% washable and easily come off skin and fabrics, ensuring a mess-free creative experience for your toddlers. [Jumbo Markers&Large Ink Capacity]: The large, round pen barrel is easy for little hands to hold, and each marker is filled with 2.1 fl. oz. of ink, providing months of continuous use. The built-in sponge ink pad ensures smooth ink flow, perfect for creating precise dots and preventing ink pad retraction. Let your child have endless fun and enjoy the artistic experience of coloring. [Versatile Kids Markers]: These washable markers are versatile and fun, perfect for drawing dots, lines, and large areas. They are also an excellent replacement for bingo daubers. With a sleek design and attractive packaging, they make an ideal gift for toddlers, encouraging creativity and artistic development.
Customers say
Customers find the art craft kit fun for kids of all ages. They find it easy to clean up, with vibrant colors and well-pigmented markers. The markers are large and simple for kids to hold. Many customers appreciate the quality and creativity of the product. However, opinions differ on the paint quality and functionality.
AI-generated from the text of customer reviews
Introducing the Jar Melo Washable Dot Markers – the perfect set of dot paints for toddlers aged 1-3 and 2-4! With 6 vibrant colors and non-toxic bingo daubers, your little ones can unleash their creativity without any worries.
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Succumb to Robert Eggers‘ Nosferatu from the comfort of your own sarcophagus on Digital today, with 4K Ultra HD, Blu-ray, and DVD to follow on February 18 via Universal.
In addition to the 132-minute theatrical cut, viewers can sink their fangs into a 136-minute extended cut.
Special Features:
Nosferatu Extended Cut
Audio Commentary by Writer-Director Robert Eggers
Nosferatu: A Modern Masterpiece – Explore the deepest, darkest depths of Nosferatu with the actors and artists whose commitment and craftwork take the classic vampire epic to horrifying new heights.
Breathing Life Into a Dream – Filmmaker Robert Eggers’ lifelong dream becomes a startling cinematic nightmare as the actors collaborate on transformative performances to make his Gothic vision an astonishing reality.
Becoming Count Orlok – Practical makeup FX seamlessly meld with Bill Skarsgård’s bold interpretation of Count Orlok to resurrect a villain whose unsettling appearance is both creepy and captivating.
Capturing the Mood – From sunlight, snowfall, and shadows to candlelight and complicated camera moves, see how each visually rich detail contributes to Nosferatu’s incredibly eerie atmosphere.
Recreating 1838 – Open a virtual time capsule with production designer Craig Lathrop, whose intricately detailed sets immerse viewers in an entirely authentic world.
Dressing the Part – Whether accenting Count Orlok’s otherworldliness or telling background tales through clothing, watch costume designer Linda Muir fashion distinct looks that extend each character’s story.
The End is Just the Beginning – Visual effects supervisor Angela Barson and composer Robin Carolan enhance Nosferatu‘s nightmarish fantasy using stunning CGI and a breathtaking score.
Deleted Scenes
Ellen at the Window
Harding’s Bedchamber/Dark Corridor
Behold, the Third Night
A reimagination of F.W. Murnau‘s 1922 silent horror classic, Nosferatu is a gothic tale of obsession between a haunted young woman and the terrifying vampire infatuated with her, causing untold horror in its wake.
Bill Skarsgård stars as Count Orlok with Nicholas Hoult, Lily-Rose Depp, Aaron Taylor-Johnson, Emma Corrin, and Willem Dafoe.
Meagan Navarro wrote in her 5-skull review, “It’s so impeccably crafted, boasting production design and values rarely seen in horror like this, without sacrificing the taboo-pushing, visceral horror in the process. It’s operatic and dramatic, bold and revolting, with a powerful final shot for the ages. And Eggers’ Nosferatu happens to be set over Christmas. That all but ensures this macabre masterpiece is destined to become a new holiday horror classic.”
Attention all horror fans! Robert Eggers’ highly anticipated extended cut of ‘Nosferatu’ is finally here, sinking its fangs into digital platforms today. This iconic vampire film has been given new life with never-before-seen footage and enhanced special effects, making it a must-watch for fans of the genre.
But fear not, physical media enthusiasts, as the extended cut will also be released on Blu-ray and DVD in February. This means you can add this chilling masterpiece to your collection and experience it in all its glory on the big screen.
Prepare to be mesmerized by Eggers’ unique vision of the classic vampire tale, as he breathes new life into the iconic character of Count Orlok. With stunning visuals, haunting performances, and a score that will send shivers down your spine, ‘Nosferatu’ is sure to become a standout in your horror collection.
So mark your calendars and get ready to experience ‘Nosferatu’ like never before. Whether you’re a digital streamer or a physical media collector, this extended cut is a must-have for any horror aficionado. Don’t miss out on this opportunity to delve into the darkness with Robert Eggers’ ‘Nosferatu.’
Throughout the season, head coach Nick Sirianni has been taking the opportunity during team meetings to show video clips of plays that embody the Eagles’ physicality.
All-Pro linebacker Zack Baun has a favorite.
“The Cooper DeJean on Derrick Henry, for sure,” Baun said. “That’s the epitome of who we’re trying to be and what we’re trying to do.”
Back in Week 13, the Eagles’ rookie nickel cornerback forcefully slammed the 250-pound running back into the turf in Baltimore. It didn’t matter that Henry out-weighed DeJean by 50 pounds, it didn’t matter that DeJean was a rookie, it didn’t matter that he’s a corner.
DeJean still delivered a highlight-worthy hit.
“When you talk about physicality, you think about defensive line and offensive line and running backs and linebackers,” Baun explained. “But when you got DBs doing stuff like that, it sends a message to the team. You see (Darius) Slay getting in there, you see Quinyon (Mitchell) up at the line of scrimmage, Reed (Blankenship is) coming and flying downhill. It’s awesome to see.”
The Eagles’ physicality this season stands out. Early in the year, the team was looking for an identity and they found it. On offense and defense, these Eagles are going to hit you in the mouth. When you play them, you’re going to feel it on the field and the next day.
This team is a bully.
“We are a physical, nasty group of motherf—ers,” Sirianni said to his team in the locker room after their 22-10 win over the Packers in the wild-card round.
Obviously, being a tough and physical team starts with having tough and physical players. For that, general manager Howie Roseman and his staff deserve credit. The Eagles have been looking for a type and Roseman has delivered.
But the Eagles’ insistence on physicality goes beyond the player acquisition phase. There has been a preoccupation with physicality and the added emphasis from the coaching staff hammers home the mission. There’s a reason why Sirianni wants the entire team to sit down and watch these types of physical plays on tape.
“Yeah, we talk about a tough football team,” Sirianni said this week. “What we talk about with tough is the physical part of the game, the blocking, the block destruction, the tackling within the fundamentals. We talk about relentless effort to the football, because that’s a form of toughness. And we talk about mental toughness of being able to play the next play.
“Obviously, my best experience with being good at those things is because of, exactly what you said, the guys that are in this building. But any time as a coach that you’re trying to reinforce things that you really admire and want for the program and for the culture, you enforce those things on tape. So in our tape today and in our tape every day, to be quite frank – we talk about this every day and every time we have a team meeting, we talk about it.
“We will put our physical plays up there. We will put our relentless effort plays up there. We will put our mental toughness plays up there to reinforce it, good, bad. Just so it’s always on our mind. So, yeah, can’t say enough of how tough our team is, in all three of those phases: physical, mental and effort.”
You can argue the Eagles’ transformation to being this physically-imposing team happened as they came back from the early Week 5 bye. That’s at least when the offense really began to step on the necks of defenses.
After a 2-2 start, a few offensive linemen went to Sirianni and asked for the offense to lean on them, Saquon Barkley and the run game. Since then, the Eagles have had one of the best rushing attacks in football and Barkley went over the 2,000-yard mark. They get to impose their will every game and it obviously takes physicality to do that.
“When you’re able to do that, yeah, you can wear down defenders,” Lane Johnson said. “Sometimes it doesn’t work immediately but as the game goes on, you can see some huge chunks, some huge games in the run game from guys getting tired, worn down or missing assignments. It basically wears them down.”
Dallas Goedert, when asked about the physicality of the team, immediately pointed at the O-line and said pretty much all five of those guys have ended up making a play that gets shown to the entire team. Jordan Mailata made a block on the front of an inside zone run last week that stood out to him. And then there’s big Mekhi Becton punishing linebackers a the second level. And Johnson, Landon Dickerson and Cam Jurgens have all made those types of plays in their Pro Bowl seasons.
The Eagles’ physicality doesn’t end with their linemen.
“I think it starts there,” said Goedert, who had a beastly play last week with a few stiff-arms on his way into the end zone. “And I think the offensive line also loves when somebody else is doing it. Smitty (DeVonta Smith), he’s excellent at finishing on the sidelines. Saquon with his powerful runs. I think that’s really contagious when people play physical.”
The cool thing is that there are a bunch of those types of plays this season and everyone seems to have a favorite.
While DeJean’s hit on Henry from the Ravens game might top the list, DeJean said his favorite actually came against the Packers last week when Nolan Smith took on pulling tackle Elgton Jenkins and Nakobe Dean played the insert block to stop the Packers for a short gain.
DeJean liked that one so much because it wasn’t just one guy being physical. It was a group effort.
As long as the Eagles make these types of plays, Sirianni is going to show them in front of the entire team. And as long as Sirianni shows them in front of the entire team, players are going to keep trying to make them.
“Everybody gets pretty excited when we see those plays,” DeJean said. “You can really see with the guys we have in the building that that’s how everybody wants to play the game. To be the most physical team on the field. That’s something that’s been talked about since training camp.”
Tune in to Mission 59 specials all playoffs long on NBC Sports Philadelphia, presented by Toyota.
The Philadelphia Eagles have always been known for their tough, physical style of play. But this season, they have taken it to a whole new level.
With an aggressive defense led by Fletcher Cox and Brandon Graham, the Eagles have become one of the most feared units in the league. They have been able to disrupt opposing offenses with their relentless pass rush, forcing turnovers and creating scoring opportunities for their own offense.
But it’s not just their defense that has been physical and nasty. The Eagles’ offense has also embraced this mentality, with bruising running back Jordan Howard leading the charge. The offensive line, anchored by Jason Kelce and Lane Johnson, has paved the way for Howard and the rest of the running backs to impose their will on opposing defenses.
Head coach Doug Pederson has instilled a tough, physical mindset in his team, and it has paid off in a big way. The Eagles have found their identity as a hard-nosed, smash-mouth football team that will not back down from anyone.
As they continue to assert their dominance on the field, the rest of the league will have to take notice of the Eagles’ physical and nasty style of play. And if they can maintain this level of intensity, they could very well find themselves back in the Super Bowl once again.
Price: $19.99 – $16.99 (as of Jan 19,2025 12:57:42 UTC – Details)
Please view all images to see sample Wellness Tracker pages. If you struggle to make healthy lifestyle choices, this all-in-one habits tracker, goal tracker, and weight loss motivation tool is the perfect choice. Wellness Tracker is your ultimate lifestyle companion. A mindful approach to holistic health, enabling you to write down all your physical activities, not just exercise, with our easy-to-use spiral-bound tracker. Monitor activities like yardwork, playing with the grandkids, swimming, neighborhood walks, and using stairs (and much more!) in your daily routine to help make sure you keep your body moving and feeling great! Habit track your eating, as well, including everything you eat for breakfast, lunch, dinner, and snacks to uncover any mindless eating or poor choices you may be making. 176 pages provides 10 weeks of daily tracking. Plus weekly wellness self-evaluations and goal-setting. Ideal for use with Evergreen Wellness fitness DVD programs or another program you may be following. Includes 100 colorful re-stickable page tabs to keep your place and mark notable pages.
Customers say
Customers find the wellness book easy to use and set up. They appreciate the activity options, including 8-minute workouts, and the well-organized layout. The simple layout makes the process very easy, and the material is well organized.
AI-generated from the text of customer reviews
Are you looking to improve your overall wellness and create healthier habits? Look no further than our Wellness Tracker Daily Habit Tracker journal! This 10-week spiral-bound journal is designed for both women and men aged 50-80+ who want to set goals for all physical activity and nutritional habits.
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