在凌晨三點(diǎn)時刻, 終于將這份關(guān)于B站學(xué)習(xí)的避坑指南整理完成了。真心不期望后續(xù)之人再耗費(fèi)大量時間逐一去嘗試錯誤, 于海量教程之中不清楚該如何挑選, 又或者由于基礎(chǔ)欠佳而看得糊里糊涂。B站之上有著數(shù)量眾多的教程, 究竟哪一個才契合你呢? 實(shí)際上每一個都存有著自身的優(yōu)點(diǎn), 精準(zhǔn)地尋找到自身的定位才是最為關(guān)鍵的。好多人一開始就去啃那個播放量處于最高態(tài)勢的小土堆推出的《深度學(xué)習(xí)快速入門教程》。這門課程講授的狀況著實(shí)稱得上不錯, 然而呢, 它愈發(fā)像一本專注于講述操作行徑的“說明書”, 從施行數(shù)據(jù)加載流程一直到達(dá)成結(jié)果可視化這般的整個階段, 其間所涉及的操作方面的詳細(xì)具體情形可謂全部展現(xiàn)出來了。要是沒有基礎(chǔ)以及深度學(xué)習(xí)理論作為支撐, 極易看得糊糊模模, 似懂非懂。畢竟每個操作都和神經(jīng)網(wǎng)絡(luò)的流程相對應(yīng), 不懂理論壓根看不懂操作。對于純身為毫無基礎(chǔ)且時間緊迫的新人來講, 備受贊譽(yù)的劉二大人那里的《深度學(xué)習(xí)實(shí)踐》或許更能契合需求。這門課程的關(guān)鍵要點(diǎn)在于其講解的邏輯脈絡(luò), 它會將相關(guān)原理以及代碼實(shí)操緊密地融合編織于一處。先扔出一個特定問題來引出知識點(diǎn), 使你清楚這東西有著怎樣的用途, 接著通過代碼去呈現(xiàn)原理, 學(xué)習(xí)時反饋的那種感覺極為強(qiáng)烈, 算得上幾乎不存在什么門檻就能夠看得懂這種展現(xiàn)形式。要是你有著充裕的時間, 或者你研究的范疇是圖像影像類的數(shù)據(jù), 那么炮哥所著的《框架與經(jīng)典卷積神經(jīng)網(wǎng)絡(luò)與實(shí)戰(zhàn)》是十分值得去看一看的。這是B站同類型課程里, 理論講解數(shù)量最多且最為系統(tǒng)的一門課程。它會引領(lǐng)你先是從最簡單的全連接神經(jīng)網(wǎng)絡(luò)原理著手在弄明白根基之后, 接著借助卷積神經(jīng)網(wǎng)絡(luò)的一個個原理, 所引出的代碼操作, 最終利用兩個完整的小項(xiàng)目, 帶你貫通實(shí)戰(zhàn)的全部流程, 同樣對毫無基礎(chǔ)的人極為友好。入門通過關(guān)卡之后, 要是想讓操作更加精湛、進(jìn)階, 能夠瞅瞅一位稱作deep的UP主所制作的《有關(guān)源碼教程以及前沿人工智能算法復(fù)現(xiàn)的講解內(nèi)容合集》。只需要挑選跟自身研究方向相契合的模型去進(jìn)行復(fù)現(xiàn)查看便可由于他同樣是將模型原理與代碼操作結(jié)合起來講解的, 理論以及實(shí)操都能夠?qū)W到手。無數(shù)新手為之抓狂的第一道坎是環(huán)境配置。解決辦法實(shí)際上就只有兩個: 其一, 直接前往小土堆課程的評論區(qū)里面去搜, 或者到彈幕里去搜, 這門課程的播放量是最高的, 幾乎你所能遇到的坑, 都有人踩越過并且留下了相應(yīng)的解決方案。一, 是去看一個名為“我不是電子廠”的UP主所發(fā)布的環(huán)境配置視頻, 二, 這位UP主會將大家在環(huán)境配置過程中遇到的常見問題逐個進(jìn)行演示, 三, 并且把這些問題一一解決掉。那就來說說那個剛開始入門所需要具備的前期基礎(chǔ)條件, 所需的僅僅是要有那種最為基礎(chǔ)的數(shù)學(xué)方面的知識底子, 還有編程領(lǐng)域的基礎(chǔ), 另外還得知曉一些NumPy, 以及需要明白這兩個庫的基本操作方式, 并且也要清楚全連接神經(jīng)網(wǎng)絡(luò)的大概原理情況, 像這樣就完全足夠能夠看懂大多部分的教程了?；ㄉ弦粌芍艿臅r間, 便能夠掌握。有一些同學(xué), 覺得小土堆的課看的時候很吃力, 原因在于他們的和深度學(xué)習(xí)理論是“散裝”的, 在這個時候, 可以先去看看口碑特別好的“魚書”, 其中對于基礎(chǔ)和深度學(xué)習(xí)理論的鋪墊正好是夠用的, 學(xué)完之后再去看小土堆, 一下子就明白通透了。要不跟著那個爆肝杰哥所制作的深度學(xué)習(xí)合集走上一回, 該合集中, NumPy以及基礎(chǔ)理論全部涵蓋在內(nèi)。于搭建神經(jīng)網(wǎng)絡(luò)之際, 激活函數(shù)之選擇以及理解, 是極其關(guān)鍵重要的。比如說, 當(dāng)下最為受人歡迎喜愛的ReLU函數(shù), 它是暗藏著一個所謂“神經(jīng)元壞死”的問題呢: 要是輸入全部俱為負(fù)數(shù), 那么它的輸出將會始終永遠(yuǎn)是0, 其梯度同樣也是0, 如此一來這個神經(jīng)元就“死”掉了, 往后再也沒有辦法進(jìn)行更新。當(dāng)應(yīng)對網(wǎng)絡(luò)過擬合進(jìn)而需去實(shí)施解決舉措的時候, 層于訓(xùn)練這個階段會類比抽獎的情況, 以隨機(jī)的方式“關(guān)閉”若干神經(jīng)元, 而如此做的效用乃是強(qiáng)制性使得網(wǎng)絡(luò)就更具魯棒性的特征展開學(xué)習(xí), 不過要予以留意的是, 在最終預(yù)測之際要記得切換至專門用于評估的模式下進(jìn)行, 不然的話, 所產(chǎn)生的結(jié)果將會呈現(xiàn)隨機(jī)變化的狀況。當(dāng)下, 當(dāng)你歷經(jīng)辛苦總算成功且穩(wěn)步入之門徑后, 在后階段的學(xué)習(xí)規(guī)劃便能夠順著一條十分明確的路線圖形進(jìn), 最終, 那些歷經(jīng)多年積累所形成的合計為一百四十二份的優(yōu)質(zhì)相關(guān)資源庫, 也已完成分類規(guī)整, 對于入門之后的進(jìn)一步提升起著莫大的協(xié)助作用, 期望此份指南, 可以令你于學(xué)習(xí)之徑上, 前行得更加平穩(wěn)一點(diǎn)。于你所看過的這般B站教程里, 以及自身尋覓摸索的進(jìn)程當(dāng)中, 你又可曾碰到過哪些能使人抓狂不已的“怪異”坑? 快來評論區(qū)直抒己見, 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