(转)Startup vs Established - 大公司还是小公司?

本文探讨了在大公司和小公司工作的不同体验与收获。作者结合个人经历,分析了两种环境下职业发展的优劣,并提出了在大公司工作能获得宝贵经验的观点。同时,也强调了小公司对于个人成长的独特价值。

这两天接连读到几篇文章在谈“大公司”还是小公司的问题。 我比较喜欢的是阮一峰的翻译的Paul Graham的“别为大公司拼命”,这篇文章本来已经是作者的节选,所以已经浓缩了精华。

我现在算是既在大公司呆过,也在小公司呆过了,算是有些亲身的体验了。 有趣的是我既在大公司内的“小”团队干过,也在“大”公司的“大”团队“混”过; 既在小公司的小团队拼过,也在小公司的“大”团队干过。 从我个人体验来看,每种都是不同的体验都有不同的感触和收获。

总体来说,我觉得在成功的大公司的经历是非常宝贵的。进微软工作后,我常常有种感慨,如果我可以重新选择,我一定会选择早些进这样的大公司而不是走上创业路。大公司就如同一所大学,而成功的大公司更有如常春藤学校。 你永远可以找出特例,某天才大学都没念(当然还得区分是人家不高兴念了还是念不上的问题)就如何如何,然而如果按统计概率,从藤校出来的成功概率远远大于在野混的。 及早步入大公司,提升自己的知识、职业层次、眼界、人脉,对事业的发展收益是不可估量的。

在大公司还有另外一个重要优势,就是让人深刻了解“大公司病”的危害和成因,从而强化去创业、去小公司的决心和信心,更能作为预防针来防范自己犯类似的错误。 在大公司体验种种弊端后,更容易理解为什么和大公司对抗并非missing impossible, 更容易分辨哪些是有益的“大”公司行为,哪些是虚荣的“大公司”作风。 在我过去的创业阶段,从来没有在一家大公司呆过的我往往对此缺乏判断,走了不少弯路,殊不知这些弯路其实并无必要自己去走,即使短暂的大公司(1~2年?)经历可能就有相当的教育意义。

小公司的好处“别为大公司拼命”已经说得很清楚了,我已经不必多言了。 简单来说在小公司自己更容易把握自己的命运,visibility更高 -- 有意义的是,在大公司内career成功中visibility同样无比重要。

前些时候听一位资深的同事谈了他认为事业成功的建议,他创办过相当成功的公司,加入过小公司,也在大公司居过要职,我觉得其总结非常好,在此分享出来。简单而言,只要三个字 – VIP:

  • Visibility: 你的可见性,也就是多少人知道你在干重要而有意义的事情。
  • Image:你在别人心目中的地位,要让人认为你是领域内的专家,或者至少非常上进
  • Performance:无论公司大小,你的业绩和成果是硬数据。

做好VIP, 多些丰富的经历,无论公司的大小,事业不成功其实是件困难的事情(当然好取决于自己对成功有一个贴切的定义)。

Total DISK READ: 0.00 B/s | Total DISK WRITE: 0.00 B/s Current DISK READ: 0.00 B/s | Current DISK WRITE: 0.00 B/s TID PRIO USER DISK READ DISK WRITE SWAPIN IO> COMMAND 1 be/4 root 0.00 B/s 0.00 B/s ?unavailable? systemd --system --deserialize 35 2 be/4 root 0.00 B/s 0.00 B/s ?unavailable? init 9 be/4 root 0.00 B/s 0.00 B/s ?unavailable? init [Interop] 7 be/4 root 0.00 B/s 0.00 B/s ?unavailable? plan9 --control-socket 7 --log-level 4 --server-fd 8 --pipe-fd 10 --log-truncate 8 be/4 root 0.00 B/s 0.00 B/s ?unavailable? plan9 --control-socket 7 --log-level 4 --server-fd 8 --pipe-fd 10 --log-truncate 184 be/4 root 0.00 B/s 0.00 B/s ?unavailable? cron -f -P 186 be/4 messageb 0.00 B/s 0.00 B/s ?unavailable? @dbus-daemon --system --address=systemd: --nofork --nopidfile --systemd-activation --syslog-only 191 be/4 root 0.00 B/s 0.00 B/s ?unavailable? python3 /usr/bin/networkd-dispatcher --run-startup-triggers 203 be/4 root 0.00 B/s 0.00 B/s ?unavailable? systemd-logind 223 be/4 root 0.00 B/s 0.00 B/s ?unavailable? agetty -o -p -- \u --noclear --keep-baud console 115200,38400,9600 vt220 228 be/4 root 0.00 B/s 0.00 B/s ?unavailable? agetty -o -p -- \u --noclear tty1 linux 229 be/4 root 0.00 B/s 0.00 B/s ?unavailable? python3 /usr/share/unattended-upgrades/unattended-upgrade-shutdown --wait-for-signal 256 be/4 root 0.00 B/s 0.00 B/s ?unavailable? python3 /usr/share/unattended-upgrades/unattended-upgrade-shutdown --wait-for-signal [gmain] 280 be/4 root 0.00 B/s 0.00 B/s ?unavailable? init 282 be/4 root 0.00 B/s 0.00 B/s ?unavailable? login -f 313 be/4 gapinyc 0.00 B/s 0.00 B/s ?unavailable? systemd --user 314 be/4 gapinyc 0.00 B/s 0.00 B/s ?unavailable? (sd-pam) 325 be/4 gapinyc 0.00 B/s 0.00 B/s ?unavailable? -bash 707 be/4 root 0.00 B/s 0.00 B/s ?unavailable? packagekitd 708 be/4 root 0.00 B/s 0.00 B/s ?unavailable? packagekitd [gmain] 709 be/4 root 0.00 B/s 0.00 B/s ?unavailable? packagekitd [gdbus] 711 be/4 root 0.00 B/s 0.00 B/s ?unavailable? polkitd --no-debug 712 be/4 root 0.00 B/s 0.00 B/s ?unavailable? polkitd --no-debug [gmain] 714 be/4 root 0.00 B/s 0.00 B/s ?unavailable? polkitd --no-debug [gdbus] 3897 be/4 root 0.00 B/s 0.00 B/s ?unavailable? systemd-udevd 4231 be/4 systemd- 0.00 B/s 0.00 B/s ?unavailable? systemd-resolved 4234 be/3 root 0.00 B/s 0.00 B/s ?unavailable? systemd-journald 4450 be/4 systemd- 0.00 B/s 0.00 B/s ?unavailable? systemd-timesyncd 4451 be/4 systemd- 0.00 B/s 0.00 B/s ?unavailable? systemd-timesyncd [sd-resolve] 4954 be/4 syslog 0.00 B/s 0.00 B/s ?unavailable? rsyslogd -n -iNONE 4955 be/4 syslog 0.00 B/s 0.00 B/s ?unavailable? rsyslogd -n -iNONE [in:imuxsock] 4956 be/4 syslog 0.00 B/s 0.00 B/s ?unavailable? rsyslogd -n -iNONE [in:imklog] 4957 be/4 syslog 0.00 B/s 0.00 B/s ?unavailable? rsyslogd -n -iNONE [rs:main Q:Reg] 5992 be/4 root 0.00 B/s 0.00 B/s ?unavailable? nginx: master process /usr/sbin/nginx -g daemon on; master_process on; 5994 be/4 www-data 0.00 B/s 0.00 B/s ?unavailable? nginx: worker process 5995 be/4 www-data 0.00 B/s 0.00 B/s ?unavailable? nginx: worker process 5996 be/4 www-data 0.00 B/s 0.00 B/s ?unavailable? nginx: worker process 5997 be/4 www-data 0.00 B/s 0.00 B/s ?unavailable? nginx: worker process 5998 be/4 www-data 0.00 B/s 0.00 B/s ?unavailable? nginx: worker process keys: any: refresh q: quit i: ionice o: active p: procs a: accum sort: r: asc left: SWAPIN right: COMMAND home: TID end: COMMAND CONFIG_TASK_DELAY_ACCT not enabled in kernel, cannot determine SWAPIN and IO %
10-26
[root@yfw ~]# cd /opt/openfire/enterprise/Spark-master [root@yfw Spark-master]# scp root@124.71.230.244:/opt/openfire/enterprise/Spark-master/spark-client.zip ./spark-client.zip The authenticity of host '124.71.230.244 (124.71.230.244)' can't be established. ECDSA key fingerprint is SHA256:U5XbNIctslcKEL1Lv354cOWi7Hsq2syxemRKcCOXqug. Are you sure you want to continue connecting (yes/no/[fingerprint])? yes Warning: Permanently added '124.71.230.244' (ECDSA) to the list of known hosts. spark-client.zip 100% 68MB 353.3MB/s 00:00 [root@yfw Spark-master]# unzip spark-client.zip -d spark-client-local Archive: spark-client.zip creating: spark-client-local/spark-client/distribution/ creating: spark-client-local/spark-client/distribution/resources/ creating: spark-client-local/spark-client/distribution/resources/sounds/ inflating: spark-client-local/spark-client/distribution/resources/sounds/presence_changed.wav inflating: spark-client-local/spark-client/distribution/resources/sounds/incoming.wav inflating: spark-client-local/spark-client/distribution/resources/sounds/outgoing.wav inflating: spark-client-local/spark-client/distribution/resources/sounds/bell.wav inflating: spark-client-local/spark-client/distribution/resources/sounds/chat_request.wav inflating: spark-client-local/spark-client/distribution/resources/systeminfo.dll inflating: spark-client-local/spark-client/distribution/resources/Info.plist inflating: spark-client-local/spark-client/distribution/resources/jniwrap.lic inflating: spark-client-local/spark-client/distribution/resources/startup.bat inflating: spark-client-local/spark-client/distribution/resources/jniwrap.dll inflating: spark-client-local/spark-client/distribution/resources/startup.sh creating: spark-client-local/spark-client/distribution/plugins/ inflating: spark-client-local/spark-client/distribution/plugins/growl.jar inflating: spark-client-local/spark-client/distribution/plugins/fileupload.jar inflating: spark-client-local/spark-client/distribution/plugins/roar.jar inflating: spark-client-local/spark-client/distribution/plugins/meet.jar inflating: spark-client-local/spark-client/distribution/plugins/tictactoe.jar inflating: spark-client-local/spark-client/distribution/plugins/fastpath.jar inflating: spark-client-local/spark-client/distribution/plugins/transferguard.jar inflating: spark-client-local/spark-client/distribution/plugins/translator.jar inflating: spark-client-local/spark-client/distribution/plugins/flashing.jar inflating: spark-client-local/spark-client/distribution/plugins/apple.jar inflating: spark-client-local/spark-client/distribution/plugins/spelling.jar inflating: spark-client-local/spark-client/distribution/plugins/reversi.jar creating: spark-client-local/spark-client/distribution/documentation/ inflating: spark-client-local/spark-client/distribution/documentation/ide-vscode-setup.html inflating: spark-client-local/spark-client/distribution/documentation/ide-intellij-setup.html creating: spark-client-local/spark-client/distribution/documentation/spark guide/ creating: spark-client-local/spark-client/distribution/documentation/spark guide/images/ extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image021.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image033.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image015.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image003.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image027.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image007.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image001.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image009.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image031.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image011.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image025.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image017.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/image029.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image023.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/images/filelist.xml extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image013.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image005.png extracting: spark-client-local/spark-client/distribution/documentation/spark guide/images/image019.png inflating: spark-client-local/spark-client/distribution/documentation/spark guide/Spark.default.properties.guide.html inflating: spark-client-local/spark-client/distribution/documentation/spark.doap inflating: spark-client-local/spark-client/distribution/documentation/changelog.html inflating: spark-client-local/spark-client/distribution/documentation/sparkplug_compile.html creating: spark-client-local/spark-client/distribution/documentation/images/ inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-8.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-4.png inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-6.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-3.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-2.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-10.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/login-dialog.png inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-1.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-6.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-1.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/contact-list.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-9.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-5.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-1.png inflating: spark-client-local/spark-client/distribution/documentation/images/chat-room.png inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-5.png inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-5.png inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-6.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-2.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/banner-spring.gif inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-2.png inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-3.png inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-7.JPG inflating: spark-client-local/spark-client/distribution/documentation/images/eclipse-maven-step-4.png inflating: spark-client-local/spark-client/distribution/documentation/images/VSCode-3.png extracting: spark-client-local/spark-client/distribution/documentation/images/banner-spark.gif inflating: spark-client-local/spark-client/distribution/documentation/images/IntelliJ-4.JPG inflating: spark-client-local/spark-client/distribution/documentation/sample_plugin_repository.xml inflating: spark-client-local/spark-client/distribution/documentation/changes.xsl inflating: spark-client-local/spark-client/distribution/documentation/ide-eclipse-setup.html inflating: spark-client-local/spark-client/distribution/documentation/style.css inflating: spark-client-local/spark-client/distribution/documentation/LICENSE.html inflating: spark-client-local/spark-client/distribution/documentation/builder.jar inflating: spark-client-local/spark-client/distribution/documentation/sparkplug_dev_guide.html inflating: spark-client-local/spark-client/distribution/documentation/README.html creating: spark-client-local/spark-client/distribution/xtra/ creating: spark-client-local/spark-client/distribution/xtra/emoticons/ extracting: spark-client-local/spark-client/distribution/xtra/emoticons/sparkEmoticonSet.zip extracting: spark-client-local/spark-client/distribution/xtra/emoticons/GTalk.AdiumEmoticonset.zip extracting: spark-client-local/spark-client/distribution/xtra/emoticons/Default.adiumemoticonset.zip extracting: spark-client-local/spark-client/distribution/xtra/emoticons/POPO.adiumemoticonset.zip creating: spark-client-local/spark-client/distribution/lib/ inflating: spark-client-local/spark-client/distribution/lib/jxmpp-jid-1.0.3.jar inflating: spark-client-local/spark-client/distribution/lib/smack-debug-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/bcpkix-jdk18on-1.78.1.jar inflating: spark-client-local/spark-client/distribution/lib/flatlaf-3.1.1.jar inflating: spark-client-local/spark-client/distribution/lib/minidns-core-1.0.5.jar creating: spark-client-local/spark-client/distribution/lib/linux/ inflating: spark-client-local/spark-client/distribution/lib/linux/libcivil.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjng722.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnvpx.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnscreencapture.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnspeex.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnpulseaudio.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnvideo4linux2.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnawtrenderer.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnopus.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnffmpeg.so inflating: spark-client-local/spark-client/distribution/lib/linux/libjnportaudio.so inflating: spark-client-local/spark-client/distribution/lib/jna-platform-5.12.1.jar inflating: spark-client-local/spark-client/distribution/lib/jaxen-1.2.0.jar inflating: spark-client-local/spark-client/distribution/lib/slf4j-api-1.8.0-beta4.jar inflating: spark-client-local/spark-client/distribution/lib/bcutil-jdk18on-1.78.1.jar inflating: spark-client-local/spark-client/distribution/lib/swingx-all-1.6.5-1.jar inflating: spark-client-local/spark-client/distribution/lib/smack-xmlparser-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-legacy-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-tcp-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/commons-lang3-3.15.0.jar inflating: spark-client-local/spark-client/distribution/lib/xstream-1.4.20.jar creating: spark-client-local/spark-client/distribution/lib/mac/ inflating: spark-client-local/spark-client/distribution/lib/mac/libjng722.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libSystemUtilities.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnspeex.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/JavaSoundStream.fix.jar inflating: spark-client-local/spark-client/distribution/lib/mac/libjnscreencapture.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnopus.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnffmpeg.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnportaudio.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnquicktime.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnawtrenderer.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnmaccoreaudio.jnilib inflating: spark-client-local/spark-client/distribution/lib/mac/libjnvpx.jnilib inflating: spark-client-local/spark-client/distribution/lib/bctls-jdk18on-1.78.1.jar inflating: spark-client-local/spark-client/distribution/lib/dom4j-2.1.4.jar inflating: spark-client-local/spark-client/distribution/lib/spark-core-3.0.3-SNAPSHOT.jar inflating: spark-client-local/spark-client/distribution/lib/smack-java8-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-debug-slf4j-4.4.8.jar creating: spark-client-local/spark-client/distribution/lib/windows64/ inflating: spark-client-local/spark-client/distribution/lib/windows64/jng722.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnvpx.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnffmpeg.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/civil.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnopus.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jndirectshow.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnwasapi.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnspeex.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnwincoreaudio.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnscreencapture.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnportaudio.dll inflating: spark-client-local/spark-client/distribution/lib/windows64/jnawtrenderer.dll inflating: spark-client-local/spark-client/distribution/lib/mxparser-1.2.2.jar creating: spark-client-local/spark-client/distribution/lib/linux64/ inflating: spark-client-local/spark-client/distribution/lib/linux64/libcivil.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjng722.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnvpx.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libodbcinst.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnscreencapture.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libodbc.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnspeex.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnpulseaudio.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnvideo4linux2.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnawtrenderer.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnopus.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnffmpeg.so inflating: spark-client-local/spark-client/distribution/lib/linux64/libjnportaudio.so inflating: spark-client-local/spark-client/distribution/lib/jaxb-api-2.3.1.jar inflating: spark-client-local/spark-client/distribution/lib/httpcore5-h2-5.2.4.jar inflating: spark-client-local/spark-client/distribution/lib/smack-resolver-javax-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/jxmpp-core-1.0.3.jar inflating: spark-client-local/spark-client/distribution/lib/install4j-runtime-11.0.4.jar inflating: spark-client-local/spark-client/distribution/lib/jna-5.12.1.jar inflating: spark-client-local/spark-client/distribution/lib/smack-sasl-javax-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/javax.activation-api-1.2.0.jar inflating: spark-client-local/spark-client/distribution/lib/smack-extensions-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-im-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-xmlparser-stax-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/thumbnailator-0.4.20.jar inflating: spark-client-local/spark-client/distribution/lib/xmlpull-1.1.3.1.jar inflating: spark-client-local/spark-client/distribution/lib/LoboBrowser-1.0.0.jar creating: spark-client-local/spark-client/distribution/lib/windows/ inflating: spark-client-local/spark-client/distribution/lib/windows/jng722.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnvpx.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnffmpeg.dll inflating: spark-client-local/spark-client/distribution/lib/windows/civil.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnopus.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jndirectshow.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnwasapi.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnspeex.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnwincoreaudio.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnscreencapture.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnportaudio.dll inflating: spark-client-local/spark-client/distribution/lib/windows/jnawtrenderer.dll inflating: spark-client-local/spark-client/distribution/lib/httpclient5-5.2.3.jar inflating: spark-client-local/spark-client/distribution/lib/httpcore5-5.2.4.jar inflating: spark-client-local/spark-client/distribution/lib/smack-experimental-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/smack-streammanagement-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/hsluv-0.2.jar inflating: spark-client-local/spark-client/distribution/lib/smack-core-4.4.8.jar inflating: spark-client-local/spark-client/distribution/lib/jxmpp-util-cache-1.0.3.jar inflating: spark-client-local/spark-client/distribution/lib/bcprov-jdk18on-1.78.1.jar creating: spark-client-local/spark-client/distribution/security/ creating: spark-client-local/spark-client/distribution/bin/ inflating: spark-client-local/spark-client/distribution/bin/startup.bat inflating: spark-client-local/spark-client/distribution/bin/startup.sh [root@yfw Spark-master]# cd spark-client-local/distribution -bash: cd: spark-client-local/distribution: No such file or directory [root@yfw Spark-master]# ls -la 总用量 69312 drwxr-xr-x 10 root root 4096 10月 30 16:05 . drwxr-xr-x 4 openfire openfire 4096 10月 30 14:58 .. drwxr-xr-x 4 root root 4096 10月 30 15:33 core drwxr-xr-x 4 root root 4096 10月 30 15:33 distribution -rw-r--r-- 1 root root 311 10月 21 17:54 .editorconfig drwxr-xr-x 3 root root 4096 10月 21 17:54 emoticons -rw-r--r-- 1 root root 911 10月 21 17:54 .gitattributes drwxr-xr-x 3 root root 4096 10月 21 17:54 .github -rw-r--r-- 1 root root 441 10月 21 17:54 .gitignore drwxr-xr-x 2 root root 4096 10月 21 17:54 .idea -rw-r--r-- 1 root root 11357 10月 21 17:54 LICENSE.txt drwxr-xr-x 22 root root 4096 10月 21 17:54 plugins -rw-r--r-- 1 root root 5049 10月 21 17:54 pom.xml -rw-r--r-- 1 root root 2592 10月 21 17:54 README.md -rw-r--r-- 1 root root 455 10月 21 17:54 SECURITY.md drwxr-xr-x 3 root root 4096 10月 30 15:36 spark-client drwxr-xr-x 3 root root 4096 10月 30 16:05 spark-client-local -rw-r--r-- 1 root root 70884318 10月 30 16:04 spark-client.zip -rw-r--r-- 1 root root 1901 10月 21 17:54 .transifex.yml [root@yfw Spark-master]#
10-31
内容概要:本文介绍了基于贝叶斯优化的CNN-LSTM混合神经网络在时间序列预测中的应用,并提供了完整的Matlab代码实现。该模型结合了卷积神经网络(CNN)在特征提取方面的优势与长短期记忆网络(LSTM)在处理时序依赖问题上的强能力,形成一种高效的混合预测架构。通过贝叶斯优化算法自动调参,提升了模型的预测精度与泛化能力,适用于风电、光伏、负荷、交通流等多种复杂非线性系统的预测任务。文中还展示了模型训练流程、参数优化机制及实际预测效果分析,突出其在科研与工程应用中的实用性。; 适合人群:具备一定机器学习基基于贝叶斯优化CNN-LSTM混合神经网络预测(Matlab代码实现)础Matlab编程经验的高校研究生、科研人员及从事预测建模的工程技术人员,尤其适合关注深度学习与智能优化算法结合应用的研究者。; 使用场景及目标:①解决各类时间序列预测问题,如能源出力预测、电力负荷预测、环境数据预测等;②学习如何将CNN-LSTM模型与贝叶斯优化相结合,提升模型性能;③掌握Matlab环境下深度学习模型搭建与超参数自动优化的技术路线。; 阅读建议:建议读者结合提供的Matlab代码进行实践操作,重点关注贝叶斯优化模块与混合神经网络结构的设计逻辑,通过调整数据集参数加深对模型工作机制的理解,同时可将其框架迁移至其他预测场景中验证效果。
评论
成就一亿技术人!
拼手气红包6.0元
还能输入1000个字符
 
红包 添加红包
表情包 插入表情
 条评论被折叠 查看
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值