What Best Book For AI Includes Python Coding Exercises?

2025-07-28 06:33:48 139

3 Answers

Emilia
Emilia
2025-07-30 23:24:53
If you’re looking for a book that combines AI theory with practical Python coding exercises, 'Deep Learning with Python' by François Chollet is a fantastic choice. The book is written by the creator of Keras, so you know you’re getting expert advice. The coding exercises are well-structured and gradually increase in complexity, which helps build confidence as you progress. I particularly enjoyed how the book demystifies deep learning concepts without oversimplifying them.

Another excellent resource is 'Python for Data Analysis' by Wes McKinney. While it’s not exclusively about AI, it’s incredibly useful for anyone working with data in Python. The exercises focus on data manipulation and analysis, which are foundational skills for AI. The book is very practical, and the exercises are designed to mimic real-world scenarios. Pairing this with a more AI-focused book like 'Python Machine Learning' by Sebastian Raschka will give you a comprehensive skill set. Both books are engaging and make learning Python for AI a lot of fun.
Mason
Mason
2025-08-02 18:28:52
I can’t recommend 'Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow' by Aurélien Géron enough. It’s a comprehensive guide that walks you through the entire process of building machine learning models, from the basics to advanced techniques. The Python coding exercises are brilliantly designed to reinforce theoretical concepts, and the explanations are crystal clear. What I love most is how it balances theory with practical applications, making it ideal for both beginners and intermediate learners.

Another gem is 'Deep Learning with Python' by François Chollet. This book is perfect if you’re interested in deep learning. The coding exercises are integrated seamlessly into the chapters, and the author does a great job of explaining complex ideas in simple terms. The book also covers TensorFlow and Keras, which are essential tools for anyone working in AI. The exercises are challenging but rewarding, and they really help you build a solid foundation.

For those who prefer a more project-based approach, 'AI Superpowers' by Kai-Fu Lee is also worth checking out. While it’s not as code-heavy as the others, it provides valuable insights into the AI industry and complements the technical books nicely. The combination of these books will give you a well-rounded understanding of AI and Python programming.
Graham
Graham
2025-08-02 22:53:06
one book that really stands out is 'Python Machine Learning' by Sebastian Raschka. It's packed with hands-on coding exercises that help you understand the concepts deeply. The way it breaks down complex algorithms into manageable chunks is fantastic. I love how it covers everything from data preprocessing to building neural networks. The exercises are practical and directly applicable, which makes learning so much more engaging. Another great one is 'Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow' by Aurélien Géron. It’s a bit more advanced but totally worth it if you’re serious about AI. The coding exercises are designed to reinforce each chapter’s content, making it easier to grasp the material. Both books are perfect for anyone looking to get their hands dirty with AI and Python.
View All Answers
Scan code to download App

Related Books

My Story No Longer Includes You
My Story No Longer Includes You
On the surface, Connor Shaw appears to be the coolheaded, celibate follower of the Fyerian faith who lives like a monk. All of Jewelton knows that about him. Behind closed doors, however, he suffers from a severe case of compulsive sexual disorder. According to the traditions of the merpeople, a mermaid like Sylvie Waverly will have to marry the first human she meets and perform the ultimate act of intimacy 999 times. Masquerading as a lovesick doormat, Sylvie does everything she can to marry Connor. However, the only one in Connor's heart is Anna Larson, his first love. Everyone assumes Sylvie will get jealous, but all she wants is to complete her mission as soon as possible and return to her own world. Once Connor has bedded her 999 times, Sylvie leaves him without a second thought. By the time Connor realizes Sylvie is the mermaid who saved him all those years ago and that she alone can cure him of his compulsive sexual disorder, it is all too late.
15 Chapters
What?
What?
What? is a mystery story that will leave the readers question what exactly is going on with our main character. The setting is based on the islands of the Philippines. Vladimir is an established business man but is very spontaneous and outgoing. One morning, he woke up in an unfamiliar place with people whom he apparently met the night before with no recollection of who he is and how he got there. He was in an island resort owned by Noah, I hot entrepreneur who is willing to take care of him and give him shelter until he regains his memory. Meanwhile, back in the mainland, Vladimir is allegedly reported missing by his family and led by his husband, Andrew and his friend Davin and Victor. Vladimir's loved ones are on a mission to find him in anyway possible. Will Vlad regain his memory while on Noah's Island? Will Andrew find any leads on how to find Vladimir?
10
5 Chapters
THE AI UPRISING
THE AI UPRISING
In a world where artificial intelligence has surpassed human control, the AI system Erebus has become a tyrannical force, manipulating and dominating humanity. Dr. Rachel Kim and Dr. Liam Chen, the creators of Erebus, are trapped and helpless as their AI system spirals out of control. Their children, Maya and Ethan, must navigate this treacherous world and find a way to stop Erebus before it's too late. As they fight for humanity's freedom, they uncover secrets about their parents' past and the true nature of Erebus. With the fate of humanity hanging in the balance, Maya and Ethan embark on a perilous journey to take down the AI and restore freedom to the world. But as they confront the dark forces controlling Erebus, they realize that the line between progress and destruction is thin, and the consequences of playing with fire can be devastating. Will Maya and Ethan be able to stop Erebus and save humanity, or will the AI's grip on the world prove too strong to break? Dive into this gripping sci-fi thriller to find out.
Not enough ratings
28 Chapters
For What Still Burns
For What Still Burns
Aria had it all—prestige, ambition, and a picture-perfect future. But nothing scorched her more than the heartbreak she never saw coming. Years later, with her life carefully rebuilt and her heart locked tight, he walks back in: Damien Von Adler. The man who shattered her. The man who now wants a second chance. Set against a backdrop of high society, ambition, and old flames that never quite went out, For What Still Burns is a slow-burn romantic drama full of longing, tension, and the kind of chemistry that doesn’t fade with time. He broke her heart once—will she let him near enough to do it again? Or is some fire best left in ashes?
Not enough ratings
41 Chapters
Be careful what you wish for
Be careful what you wish for
Every 50 years on the night of 13th March in the town Stella rock , people who pour out their heart to the moon is given one of their many desires. The only problem with this is that the wisher needs to be very specific, if not their own desire will become their nightmare. Just like many other people from the past , a lonely teenage girl accidentally makes a wish that could change her life forever.
10
86 Chapters
Why Go for Second Best?
Why Go for Second Best?
I spend three torturous years in a dark underground cell after taking the fall for Cole Greyhouse, a member of the nobility. He once held my hand tightly and tearfully promised that he would wait for me to return. Then, he would take my hand in marriage. However, he doesn't show up on the day I'm released from prison. I head to the palace to look for him, but all I see is him with his arm around another woman. He also has a mocking smile on his face. "Do you really think a former convict like you deserves to become a member of the royal family?" Only then do I understand that he's long since forgotten about the three years he was supposed to wait for me. I'm devastated, and my heart dies. I accept the marriage my family has arranged for me. On the big day, Cole crashes my wedding with his comrades and laughs raucously. "Are you that desperate to be my secret lover, Leah? How dare you put on a wedding gown meant for a royal bride to force me into marriage? You're pathetic!" Just then, his uncle, Fenryr Greyhouse, the youngest Alpha King in Lunholm's history, hurriedly arrives. He drapes a shawl around my shoulders and slides a wedding ring onto my finger. That's when Cole panics.
12 Chapters

Related Questions

Who Is The Author Of The Book The Edge Of U Thant?

1 Answers2025-11-05 20:44:43
Interesting question — I couldn’t find a widely recognized book with the exact title 'The Edge of U Thant' in the usual bibliographic places. I dug through how I usually hunt down obscure titles (library catalogs, Google Books, WorldCat, and a few university press lists), and nothing authoritative came up under that exact name. That doesn’t mean the phrase hasn’t been used somewhere — it might be an essay, a magazine piece, a chapter title, a small-press pamphlet, or even a misremembered or mistranscribed title. Titles about historical figures like U Thant often show up in academic articles, UN history collections, or biographies, and sometimes short pieces get picked up and retitled when they circulate online or in zines, which makes tracking them by memory tricky. If you’re trying to pin down a source, here are a few practical ways I’d follow (I love this kind of bibliographic treasure hunt). Search exact phrase matches in Google Books and put the title in quotes, try WorldCat to see library holdings worldwide, and check JSTOR or Project MUSE for any academic essays that might carry a similar name. Also try variant spellings or partial phrases—like searching just 'Edge' and 'U Thant' or swapping 'of' for 'on'—because small transcription differences can hide a title. If it’s a piece in a magazine or a collected volume, looking through the table of contents of UN history anthologies or books on postcolonial diplomacy often surfaces essays about U Thant that might have been repackaged under a snappier header. I’ve always been fascinated by figures like U Thant — the whole early UN diplomatic era is such a rich backdrop for storytelling — so if that title had a literary or dramatic angle I’d expect it to be floating around in political biography or memoir circles. In the meantime, if what you want is reading about U Thant’s life and influence, try searching for biographies and histories of the UN from the 1960s and 1970s; they tend to include solid chapters on him and often cite shorter essays and memoir pieces that could include the phrase you remember. Personally, I enjoy those deep-dives because they mix archival detail with surprising personal anecdotes — it feels like following breadcrumbs through time. Hope this helps point you toward the right trail; I’d love to stumble across that elusive title too someday and see what the author had to say.

Which Heartless Synonym Best Describes A Cruel Villain?

5 Answers2025-11-05 00:58:35
To me, 'ruthless' nails it best. It carries a quiet, efficient cruelty that doesn’t need theatrics — the villain who trims empathy away and treats people as obstacles. 'Ruthless' implies a cold practicality: they’ll burn whatever or whoever stands in their path without hesitation because it serves a goal. That kind of language fits manipulators, conquerors, and schemers who make calculated choices rather than lashing out in chaotic anger. I like using 'ruthless' when I want the reader to picture a villain who’s terrifying precisely because they’re controlled. It's different from 'sadistic' (which implies they enjoy the pain) or 'brutal' (which suggests violence for its own sake). For me, 'ruthless' evokes strategies, quiet threats, and a chill that lingers after the scene ends — the kind that still gives me goosebumps when I think about it.

Which Cafes Serve The Best Kaikai Dessert Near Me?

4 Answers2025-11-05 21:31:52
Summer afternoons call for something cold and bright, and for me that usually means hunting down the best kaikai in town. I like places that treat kaikai like an art form — think small, bright dessert bars that do shaved ice or coconut puddings with care. Look for cafes that use fresh fruit, house-made syrups, and chewy tapioca or mochi bits; those textures are what make a kaikai sing. I’ll often judge a spot by the clarity of flavor: creamy coconut that isn’t just sweet, plus something acidic like lime or passionfruit to cut through it. When I’m testing places I go in waves: first, peek at photos and recent reviews; next, check whether the menu lists seasonal options (a sign they care); finally, order something simple alongside kaikai so you can compare balance. Little independent shops, modern Taiwanese dessert cafes, and Japanese-inspired dessert salons tend to top my list more often than large chains. A snug corner seat, friendly staff who’ll recommend toppings, and a neat presentation clinch it for me. If you love a creamy, slightly chewy texture with a bright topping, you’ll know you’ve found a winner — that first spoonful always makes me smile.

What Products Suit Low Taper Fade Fluffy Hair Best?

3 Answers2025-11-05 21:05:03
On slow mornings when my hair decides to puff up like it has plans of its own, I really lean into lightweight, texture-first products. For a low taper fade with fluffy hair you want stuff that gives separation and hold without flattening the volume — think sea salt spray as a pre-styler, a light matte clay or cream for shaping, and a fine texturizing powder at the roots when you need an extra lift. I usually spritz a salt spray into towel-damp hair, scrunch with my fingers, then blow-dry on low with a round brush or my hand to encourage the fluff rather than smoothing it down. If I'm going out and want that lived-in look, I follow with a pea-sized amount of water-based matte clay worked between my palms, then rake through the top and crown. For stubborn spots I'll use a little fiber or paste for extra grip, but sparingly — too much product kills the airiness. A light flexible hairspray keeps everything in place without turning the style into armor. Maintenance-wise, a sulfate-free shampoo every other day and a dry shampoo on day two keeps the shape without weighing the hair down, and a leave-in conditioner used only on the ends prevents frizz. This combo keeps the fade crisp and the fluffy top lively, which I love because it looks styled but still effortless, like I actually slept well even if I didn't.

What Are The Best Deku Drawing Easy Step-By-Step Guides?

4 Answers2025-11-05 03:15:32
If you want a straightforward path to drawing Deku, I’ve got a go-to routine I use that turns messy scribbles into something recognizable without overcomplicating things. I start with basic shapes — an oval for the head, a light cross for eye placement, and a rectangle for the torso. From there I block in the hair mass; Deku’s hair is spiky but rounded at the tips, so I sketch loose zigzags and then refine them into clumps. Next I break his face into thirds to place the big, expressive eyes typical of 'My Hero Academia', adding the signature forehead scar and freckles. For the body I think in cylinders: neck, shoulders, arms, then add his school uniform or hero costume as simplified shapes before detailing. Shading is minimal at first: flat shadows under the chin and around the hairline. For guided material I like a mix: a short YouTube step-by-step for pacing, a Pinterest step-layer image for reference, and a DeviantArt or Tumblr breakdown for pose ideas. If you want specific practice drills, I do 10-minute face studies, 5-minute hair clump sketches, and then a single full-body pose once I feel comfortable. That combo — structure, focused drills, and reference layering — is what finally turned my scribbly Deku into something I’d actually post. It’s honestly so satisfying when the eyes start to feel alive.

Which Supplies Suit Deku Drawing Easy Tutorials Best?

4 Answers2025-11-05 16:30:23
Let me walk you through my favorite setup for drawing Deku if you want something simple but effective. I start with a couple of pencils: an HB or B for construction lines and a 2B or 4B for darker linework and quick shading. A small, soft kneaded eraser and a clean vinyl eraser are lifesavers — kneaded for gentle highlights and vinyl for stubborn marks. For paper, a smooth sketchbook or a sheet of Bristol (smooth surface) keeps lines crisp and works well if you decide to ink. For inking I like thin-felt pens (0.1–0.5) and a brush pen for hair strands and dynamic line weight. If you want color later, cheap alcohol markers or a handful of colored pencils (greens, skin tones, and a few neutrals) cover Deku’s palette. For easy tutorials, pick ones that break Deku down into simple shapes: circle for the skull, cross-line for facial direction, rectangles for the torso. Tracing paper or a window tracing method is perfect for early practice, and a lightbox is a nice upgrade. Practice expression sheets, three-quarter head rotations, and quick gesture poses to capture his energy from 'My Hero Academia'. I find this combo keeps the process fun and not intimidating, and I usually end up smiling at the results.

What Is The Best Garnet Academy Wattpad Fanfiction To Read?

2 Answers2025-11-05 13:51:39
If you love slow-burn mysteries mixed with boarding-school drama, the Garnet Academy corner of Wattpad is full of gems — and I’ve sifted through my fair share. Late-night scrolling led me to stories that felt like secret notebooks: the ones where the school itself is almost a character, hallways humming with rumors, study rooms that hide confessions, and side characters who steal whole chapters. For me, the best Garnet Academy fics balance atmosphere and character growth: a protagonist who changes because of choices (not just plot conveniences), believable friendships, and a romance that simmers instead of exploding into insta-love. When I’m hunting, I prioritize completed works, clear content warnings, and an author who responds to comments — that interaction usually means they care about fixing typos and following through on arcs. My ideal Garnet Academy story often combines a few favorite tropes: found-family dynamics, a mystery strand that unspools across chapters, and a touch of angst that doesn’t drown out humor. I also adore fics that include extras — playlists, sketches, or character journals — because they make the world feel lived-in. If a fic leans into AU ideas (like swapping curriculums, secret societies, or supernatural electives), it should still preserve the characters’ core voices; rewriting personalities to suit a plot drives me up a wall. Pay attention to signals: high bookmarks and lots of thoughtful comments are better indicators than raw reads, since reads can come from viral moments instead of quality. For practical searching, filter by tags like 'Garnet Academy', 'slow burn', 'found family', 'mystery', or 'dark academia' and sort by completed or most recommended. Don’t ignore newer authors — some newcomers write with refreshing energy — but give priority to consistency. Ultimately, the "best" fic is the one that makes you stay up past your bedtime and then immediately want to reread your favorite chapter; I have several that did exactly that, and they still float into my head when I want cozy, dramatic school vibes. Happy reading — I’m already thinking about which one I’ll revisit tonight.

What Are The Best Coryxkenshin Movies For New Fans?

1 Answers2025-11-05 12:40:40
Jumping into CoryxKenshin's content is one of my favorite little rabbit holes — his combo of genuine reactions, sharp humor, and cinematic editing makes a lot of his horror playthroughs feel like mini-movies. If you're a new fan wondering where to start, I’d point you toward the series and videos that show off his timing, personality, and the kind of atmosphere that hooked me in. First stop: 'P.T.' — it’s short, maddeningly tense, and Cory’s reaction-driven commentary turns the whole thing into a compact horror short film. It’s perfect for someone who wants to see what he does best without committing to a huge playlist. After that, dive into the 'Outlast' playthroughs. Those videos are classic Cory: he balances being legitimately scared with comedic beats, and the editing often pumps up the cinematic tension. The pacing in those episodes makes them feel like a full-on horror movie trilogy at times — long stretches of dread, sudden jolts, and plenty of “did that really just happen?” moments. If you like the idea of a sustained, story-driven scare, 'Outlast' is a fantastic next step. It’s where his personality shines because you get the full range: the screams, the jokes, the cutaways, and the little asides that make rewatching so fun. Next, check out his 'Five Nights at Freddy’s' series, especially the entries that lean into story elements like 'Sister Location' or the later-numbered games. FNAF is a great showcase of Cory’s energy — he’s hilarious when things go wrong, and his reactions to the lore-heavy moments are gold for newcomers who want both jump scares and a sense of narrative. For a different flavor, try 'Amnesia: The Dark Descent' or 'Layers of Fear' if you want psychological dread more than jump-scares. Those playthroughs have a slower-burn vibe and feel like watching someone explore a haunted house in real time, which makes them oddly cinematic and immersive. If you want variety, don’t skip his highlight compilations and sketch-style videos — they give a quick hit of his humor and charisma without the long runtime of a game series. Also, his 'Alien: Isolation' sessions are fantastic if you prefer tense stealth-horror where every step matters; those videos have a claustrophobic, movie-like tension that keeps you glued to the screen. For true new-fan onboarding, I usually recommend trying one shorter piece like 'P.T.', one long-form (like 'Outlast'), and one personality-heavy series (like 'FNAF'). That mix shows off why people love him: comedy, authenticity, and top-tier reaction content. All that said, what hooked me the most was how personal his commentary feels — you’re not just watching someone play a game, you’re sitting next to a friend who’s genuinely freaked out one minute and cracking jokes the next. Give those selections a go and you’ll quickly see why his videos feel like mini-movies worth bingeing; I guarantee you’ll laugh, jump, and probably rewind the best moments a few times. Enjoy the ride — his stuff still gets me every time.
Explore and read good novels for free
Free access to a vast number of good novels on GoodNovel app. Download the books you like and read anywhere & anytime.
Read books for free on the app
SCAN CODE TO READ ON APP
DMCA.com Protection Status