Which Best Book Machine Learning Is Recommended By Experts?

2025-08-16 20:12:14 51

5 Answers

Zoe
Zoe
2025-08-17 04:41:34
I've seen 'Pattern Recognition and Machine Learning' by Christopher Bishop consistently praised for its balance of theory and practical application. It's a staple in many academic courses and research circles, offering clear explanations without sacrificing depth. Another standout is 'The Hundred-Page Machine Learning Book' by Andriy Burkov, which distills complex concepts into digestible insights, perfect for both beginners and seasoned practitioners looking for a refresher.

For those drawn to hands-on learning, 'Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow' by Aurélien Géron is a game-changer. The book’s project-based approach makes it engaging, and the second edition includes updates on modern frameworks like TensorFlow 2. Meanwhile, 'Deep Learning' by Ian Goodfellow et al. is often dubbed the 'bible' of neural networks, though it’s best suited for readers with a solid math background. Each of these books brings something unique to the table, catering to different learning styles and expertise levels.
Simon
Simon
2025-08-19 14:22:36
For a historical lens, 'The Master Algorithm' by Pedro Domingos is a fascinating read. It explores unifying theories of ML while weaving in anecdotes about the field’s evolution. Though lighter on technical details, it’s perfect for understanding the 'why' behind algorithms. Complement it with 'Building Machine Learning Powered Applications' by Emmanuel Ameisen, which focuses on turning models into products—a perspective often overlooked in traditional textbooks.
Oscar
Oscar
2025-08-20 00:30:40
From the perspective of someone who mentors newcomers, I always recommend 'Grokking Machine Learning' by Luis Serrano. Its playful analogies and minimal jargon make intimidating topics like gradient descent feel approachable. Another favorite is 'Data Science from Scratch' by Joel Grus, which covers ML basics alongside Python fundamentals—ideal for readers building skills from the ground up. These books excel at fostering confidence before diving into heavier material.
Tabitha
Tabitha
2025-08-20 20:18:34
If you want a book that feels like a conversation with a wise friend, 'Artificial Intelligence: A Guide for Thinking Humans' by Melanie Mitchell is fantastic. While not purely about ML, it contextualizes the field within broader AI, making it accessible and thought-provoking. For a tighter focus, 'Python Machine Learning' by Sebastian Raschka offers code-heavy tutorials that demystify algorithms through implementation. Both are great for visual learners or those who prefer learning by doing.
Tessa
Tessa
2025-08-22 19:27:52
I’ve spent years geeking out over ML literature, and 'Machine Learning Yearning' by Andrew Ng is my top pick for its pragmatic advice on structuring real-world projects. It’s like having a mentor guide you through common pitfalls. 'Understanding Machine Learning: From Theory to Algorithms' by Shai Shalev-Shwartz and Shai Ben-David is another gem, especially if you enjoy rigorous mathematical foundations paired with intuitive explanations. Both books shine in their ability to bridge theory and practice.
View All Answers
Scan code to download App

Related Books

Learning Her Lesson
Learning Her Lesson
"Babygirl?" I asked again confused. "I call my submissive my baby girl. That's a preference of mine. I like to be called Daddy." He said which instantly turned me on. What the hell is wrong with me? " *** Iris was so excited to leave her small town home in Ohio to attend college in California. She wanted to work for a law firm one day, and now she was well on her way. The smell of the ocean air was a shock to her senses when she pulled up to Long beach, but everything was so bright and beautiful. The trees were different, the grass, the flowers, the sun, everything was different. The men were different here. Professor Ryker Lorcane was different. He was intelligent but dark. Strong but steady. Everything the boys back home were not. *** I moaned loudly as he pulled out and pushed back in slowly each time going a little deeper. "You feel so good baby girl," he said as he slid back in. "Are you ready to be mine?" He said looking at me with those dark carnal eyes coming back into focus. I shook my head, yes, and he slammed into me hard. "Speak." He ordered. "Yes Daddy, I want to be yours," I said loudly this time.
6
48 Chapters
One Heart, Which Brother?
One Heart, Which Brother?
They were brothers, one touched my heart, the other ruined it. Ken was safe, soft, and everything I should want. Ruben was cold, cruel… and everything I couldn’t resist. One forbidden night, one heated mistake... and now he owns more than my body he owns my silence. And now Daphne, their sister,the only one who truly knew me, my forever was slipping away. I thought, I knew what love meant, until both of them wanted me.
Not enough ratings
187 Chapters
WHICH MAN STAYS?
WHICH MAN STAYS?
Maya’s world shatters when she discovers her husband, Daniel, celebrating his secret daughter, forgetting their own son’s birthday. As her child fights for his life in the hospital, Daniel’s absences speak louder than his excuses. The only person by her side is his brother, Liam, whose quiet devotion reveals a love he’s hidden for years. Now, Daniel is desperate to save his marriage, but he’s trapped by the powerful woman who controls his secret and his career. Two brothers. One devastating choice. Will Maya fight for the broken love she knows, or risk everything for a love that has waited silently in the wings?
10
24 Chapters
That Which We Consume
That Which We Consume
Life has a way of awakening us…Often cruelly. Astraia Ilithyia, a humble art gallery hostess, finds herself pulled into a world she never would’ve imagined existed. She meets the mysterious and charismatic, Vasilios Barzilai under terrifying circumstances. Torn between the world she’s always known, and the world Vasilios reigns in…Only one thing is certain; she cannot survive without him.
Not enough ratings
59 Chapters
Learning Love From Goodbye
Learning Love From Goodbye
"I've thought about it. Please draft up a divorce agreement for me, Mr. Chastain," Carina Sherwood says to her divorce attorney, Leo Chastain. It's her fifth wedding anniversary with Aster Ducant, but Carina spends it at the lawyer's office instead because Aster is busy having fun with his secretary, Stella Winters, at home. Carina is his wife, but she ends up being the one chased out of the house. They have been married for five years, but Aster hasn't announced their marriage to the people at the company. At first, Carina thinks of bringing it up to him. However, it just takes a few sentences from Aster for her to know that there's no need for that anymore. "Stella's home alone, and the electricity at her place just went out. She has nowhere else to go. I'm asking her to come over for dinner. You're fine with that, aren't you?" The best way Carina can think of to end the last five years of their relationship is through divorce.
27 Chapters
Learning To Love Mr Billionaire
Learning To Love Mr Billionaire
“You want to still go ahead with this wedding even after I told you all of that?” “Yes” “Why?” “I am curious what you are like” “I can assure you that you won't like what you would get” “That is a cross I am willing to bear” Ophelia meets Cade two years after the nightstand between them that had kept Cade wondering if he truly was in love or if it was just a fleeting emotion that had stayed with him for two years. His grandfather could not have picked a better bride for now. Now that she was sitting in front of him with no memories of that night he was determined never to let her go again. Ophelia had grown up with a promise never to start a family by herself but now that her father was hellbent on making her his heir under the condition that she had to get married she was left with no other option than to get married to the golden-eyed man sitting across from her. “Your looks,” she said pointing to his face. “I can live with that” she added tilting her head. Cade wanted to respond but thought against it. “Let us get married”
10
172 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